{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\sorf\\anaconda3\\lib\\site-packages\\h5py\\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\sorf\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "d:\\sorf\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "d:\\sorf\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  after removing the cwd from sys.path.\n"
     ]
    }
   ],
   "source": [
    "iris = pd.read_csv(\"../data/Iris.txt\",names=['a','b','c','d','class'])\n",
    "iris['class'][iris['class']==\"Iris-setosa\"] = 0\n",
    "iris['class'][iris['class']==\"Iris-versicolor\"] = 0.5\n",
    "iris['class'][iris['class']==\"Iris-virginica\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     a    b    c    d class\n",
       "0  5.1  3.5  1.4  0.2     0\n",
       "1  4.9  3.0  1.4  0.2     0\n",
       "2  4.7  3.2  1.3  0.2     0\n",
       "3  4.6  3.1  1.5  0.2     0\n",
       "4  5.0  3.6  1.4  0.2     0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris_class1 = iris[iris[\"class\"]==0]\n",
    "iris_class2 = iris[iris[\"class\"]==0.5]\n",
    "iris_class3 = iris[iris[\"class\"]==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a19b2889b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import itertools\n",
    "plt.figure(figsize=(15,10))\n",
    "t = 1\n",
    "for i,j in list(itertools.combinations('abcd',2)):\n",
    "    plt.subplot(2,3,t)    \n",
    "    plt.scatter(iris_class1[i],iris_class1[j],7,c='r')\n",
    "    plt.scatter(iris_class2[i],iris_class2[j],7,c='g')\n",
    "    plt.scatter(iris_class3[i],iris_class3[j],7,c='b')\n",
    "    plt.title(i+\"--\"+j)\n",
    "    t+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x1a19b7bf240>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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t7WVdHGma3mQOYxS1RABkWcbq6iomJibQ1taGW265peITVqO2PpZ7skylUuA4DrFYDAsLC8hkMrDZbAXpDbfb3TDpDSs2cLM3b/W6VmxexU/7ZtZKiKJoSBRDi0lVJBJBNpvFnj17iElVEUQ0EDYhyzISiQQymUy+uroWsbC2toaJiQk0NTXl2w7LYZbhUi1rRSIRBAIBuFwunDhxAi6XS9PvbScbaYqi4Ha74Xa7sWfPnvzXeZ7Pd2/Mzs7mCzuL0xuNKI6MYDvXNNSCFpFUaweHcg2Vi0qIoliX82s1FNchZbNZCIJQ0jpb+TmGYfJeK4oHy26AiAZCHnVkYWNjA7FYDH6/v+rXCYfDCAaDcDqduOmmm+B2uyv+jpmiQetmznFc3mDq0KFD8Pl8hqyjN3puajabDW1tbWhra8t/TZKkTZuBMjK6ubk5LyaMLmzdTYWQSieBFevWKlbKRSXUbcRra2v5qIRibqaICcWbwgoEQShbNKk2qbpy5Qr+/d//nYgGwu6ilOUzy7JV1xjEYjEEg0HQNF31JlvNlMt6qSRQlPbJRCKBkZGRmg2mikXDTsmN0jQNn88Hn8+HvXv3AgBeeOEF7N+/HzzPg+M4LC8vI5VKFVhmK0+Xem0Eu000WBVp0HPjLtdGrBi7xeNxrK+vY3p6GolEAuFwGOFwuMBXwoz3QRRFOByOsueg/JfjOF3darcDRDTsYraaD1HNJp5IJDA+Po5sNgu/34+Wlpaqj8XsQshS58bzPKamprC2toahoSEcOXKkrg3CTLtqNVZEOJTNoKWlBZ2dnfmvKyKC4zgsLCzobpltNrtNNNRbjKgVhmHyQlTh6tWr6OrqAoC8mEgmkwCwqVZC7+tHEARNkZ14PE5EA2Hno2WYlGLrvBXKEznHcfD7/QUV+tViZXpC3Qba39+Pc+fO6XKjbNRCSDOpxTJb7Smx1QZtVSGkVTUNu0msKGu7XC643e5N3T+lrh+1J0m9UQmt7Z6xWKzAL2U3QETDLqKa+RBbPflns9kCQ6N6n8iV9cxOT8iynJ8+uXfv3i3bJ2vBTJ+G4nUbWaxoscxWZihsZZm9nUZj18tOjzSUW7vU57FUVEK5foo9SYDaohLVRBoUu/jdAhENu4Ba5kOUijQIgoDp6WmEQiEMDAzoavlsdqQhmUziwoULaG1tLdsGqsc6jbx5NxLVWGZLkgS3241UKoVwOIzW1lbY7XZTBMRue+K3shixWnOncp4ktUQlSKShPEQ07HDU8yGqGSalFg1q98O+vr68i6OemFUIGY1GcfXqVWSzWdxyyy2a2ydrYTu1XDYqW1lmv/TSS4jFYlheXkY2m4XNZsvXSRhlmb0bRUOjRRqqodaoRCqV0nQ/IjUNhB1DvcOkGIaBIAiYm5vD7OysIeF7NUYXQiYSCQSDQYiiiOHhYczPzxsqGICd0XLZiCimQXa7HQMDA3kDIHV6wyjLbCunXFpl7mRlkaoR51wuKqFuJc5msxgbG6sYlYjFYkQ0ELY3esyHkGUZy8vL4DgO6XRak/thvRiVnshkMgXFmm1tbUin06Zs5qVEgxk3/p0uGspht9vR3t5e0jJbGS1er2W2VTUNu62WAjA/WqZuJZ6bm8PJkyfLRiW+/OUv5zuDXn75ZfT39xd0DVXL2NgY7rrrrvz/n5ycxKc+9Sl86EMf0uPUdIWIhh2CXpbPilVyS0sL3G53TeZOtaC3aBAEAVNTU1hdXcXg4CAOHz5c0F9tRiqEpCeMRUuqQItl9uLiItLpNFiWLYhIKMO/itfcTZu3laKhESgXlfja176GX/7yl/jzP/9zXLhwAQ888ABWV1exd+9efPWrX8XQ0FBV64yOjuKXv/wlgJzQ7enpwR133KHruegFEQ3bHD3EAgBsbGwgGAzC7XbnrZKfeuopvQ+3LHptsOr2yf3795dsnzSr6HI3FUJup4mTWiyz5+bmSlpmKzbIZmNl94RVhZCNHDFzuVw4f/48eJ7Hl770JTgcjnyEtlYzOIXHH38cQ0ND6O/v1+lo9YWIhm2KXmIhGo0iGAyCZVkcOXIEXq9X70PVRL03CFmWsbS0hKmpqZJTNNWYZbrUCFMuzV53O6PFMnt9fR2SJGF1dbXAU8Joy2wraymsinBYRTXvtSAI+ZoPiqLyDqn18K//+q9429veVvfrGAURDdsMvcSCMldBFEX4/f5t3Ta0traGYDCIlpYWTe2TZqUnrHKE3C2Y0clQbJk9PT0Np9OJ5ubmfJ47FAohlUrlK/WNsszeTekJKyMcoihqKpY14rOdzWbx/e9/H3/5l3+p+2vrBREN24RSLo613DBTqRTGx8eRTCbzhYGV1m3UJ8hoNIpAIACHw4Hjx49rGowFmPckbtXsid2SFrEqJcIwDFwuF1wuV0HxmyAI4DgO8Xh8k2W2uuiylm6E3bZ5N8KwKq3o+bl+5JFHcOrUqbx9diNCREODo4iFubk5tLe3w26313TzyGQymJycRCQSwfDwMDo6OjQVkWlV3WaSTCYRCAQgCAJGR0erbnkyc/O2Msy6G2ikgVUsy6KlpaVg9oraMntjY6OkZbbSxtdoltmAdWKl2o1bT7Te84wQVA8++GBDpyYAIhoaluLIwsrKCpqamqouwlIPYRoYGMDBgwc133waTTRkMhlMTEzkR3bXM+vCDIqf+CORCEKhkOGjo3dLpAFoLNFQCrVltvo1qrXMBqypGdmNkYZq3CCrmeRbiWQyiZ/85Cf4u7/7O91e0wgaYzcg5FHmQ/A8XzBMqtpR1aIoYmZmBktLS2W7CCqhZWiV3pS6KSv21SsrKxgcHMShQ4caNmWiRjlGJTIiiiI6OjrylsjqNj9FSJg1+pdQG3o88VeyzOY4DktLS0gkEhBFEW63G5lMBmtra/D5fKZZZgO7Ly0CaJ87obexk9vtxvr6um6vZxRENDQIlYZJad3AJUnC/Pw85ubm0NPTU5eLo5nzIJT11DdlSZIwNzeH+fl59PX16TZ90iyy2SzS6TSuXLmCkZERtLW1IZvNFtzwFeMY9ehfiqLyOXCfz6drQR2hPozsYtjKMvvKlSuIRqNYWFhAJpMpsMw2UmzuRtFgVaRhu0BEg8VoHSbFsmy+Y6Lc6ygTG7u6urZsOdSK2ZEGxUqaoigsLy9jcnJSt3MxE0mSMDMzg8XFRdA0jXPnzpVNGdjt9k1tfqIoli2oU89WKOfSuZvSE2ZjdheDYoNts9kKDIPMsMxWH4PZbJdIw3buOquV7XMn3oFUM0yq3Aau1DtMTEygra1N14mNVoiG9fV1TE9Po6mpCWfOnLHESKdWFHOXycnJ/KyOixcvVn3TZRhm0xOnUlAXj8extraG6elpCIIAp9NZkN6w8v3aDimjemmUbqJaLLMVsanVMttKrBYNWmzzd+OwKoCIBkuoZT5EqZqG9fV1BINBeL1enDp1Ck6nU9fjNFM0xGKxvKXvTTfdpLl9slHY2NhAIBBAU1OTIaO21QV1ioGMLMtIp9OIx+MFoWuGYcDzPJaXl+Hz+SpW5uvBbolsNIpoKEUly+xStTRbWWZbidXpCS3D7EikgWA49QyTUjYCIFeFHwwGYbfbcezYMXg8HkOO14xx1clkEsFgENlsFj6fDyMjI9tKMHAch0AgAIqiDP1blIKiqLxfgNoOORKJYGJiAul0GmtrawWV+eqNopE2ie2CFaKhHkG2lWW2IiSKLbPV14lViKJo+JC8cmht9ySRBoJh6OHiyDAMotEoLl++DFmWcfDgQcOLcIwcV53NZjExMYFIJAK/34+Ojg68+OKLpj2xKnn/WjeAbDaL8fFxxONxjIyM1O03rycOhwN2ux0HDhzIf63YeIjjOACFcxV8Pt+2qh2xAivsnI0QKjabDa2trQXXrdoye21tDVNTU0gkEnjhhRcK2kBdLpfh74HVkQatNQ3VDqbaCZA7hIHoZfmcTCbzTwPHjx83bYMyIj0hCAJmZmawvLyMwcHBAt8II0VKMYrxUrU3JlEUMT09nT/+7dL+Wc54KJFIIB6PY3V1FZOTk/nQrFpIbKe6EqOxws7ZrA4GtWU2kDvXZ599FiMjI/miS7VltjoioXeHj9U1DVpEQzweJ+kJgj7oJRbS6TQmJiYQj8fR1dUFt9tt6hOtOiVSL+pW0N7eXpw/f96y6ZPqtbTemNTdKfv27St5/I2ElohN8Sah/F4qlUI8HkckEsH8/Dyy2SzsdntBwaUZT5uNiBXpCauGVSkbt9PphNPpLGmZzXFcSctsRVDUWttjdaSBpCfKQ0SDjuglFrLZLKamprC+vo7BwUEcPnwYHMdhenpa5yPeGoZhkE6n63oNWZYRCoUwOTmJzs7OitMnzRIN1bQlrq+vIxAIoLW11ZAiR72pZ4NR58AV/3u1g2E8Hi85oEnxF9npWFXTYNWwqnKbZyXL7HA4jNnZ2Zoss4HtEWkghZCEmtFrmJQ6dN/f3w+/35+/WTAMs6VPgxHUu4mrOwpOnz5dMcxtRuGlgpZzi8fjCAQCYBimqoFYVqP3plbOwVBdTJdKpfDCCy/kuzz09gpoFKx46rdyPHU1625lma1cJ4pldvF14vF4Cq4TURQti+RpPW+SniBUTSmxUMuFLkkSZmdn886HpULfVlg617qmerOtpqPAzJqGrURDOp3G+Pg4EokERkdHC56mtgtmFJSqi+nC4TAOHjwIlmXzdRJqrwD1pMd6wtZWs5NrGorR42lfLTiLPSWU9EaxZbbX60U6nS64r5qJ1jX1tpHeLhDRUAN6ioXFxUXMzMygu7sb586dK/tUVu3sCT2oVjSkUikEg0FkMhmMjIxUrcKtTk+oZ1wMDQ3hyJEjuzJvXw/lvAIUY6risLW64NKoAV56sptqGowUK6UMzJTrhOO4fHdVNps1zTK7WjiOI6KBsDXKfIiVlRW0tLTULBbUef729nZNeXIzn8IVtIqGbDaLyclJhMNhzWO3S2FFISSQ+3ssLCxgZmYGvb29us+4MHujscpGutw5KvbG6oiTLMvIZDL5Oonl5eVNpkOKMVUjbBAKu62mwQrLbI/Hg9nZWRw/fhwURZWdz1LsKaFXGkzr31eSpB2VetPK7jvjGiieD3H9+nWcP3++6puHLMtYW1vDxMQEmpqaqnJxtOJJo1KNgbr9cGBgAKOjo3Udp9npCVEUsbq6ivHxcbS1teGWW27R3VCm2A+i0Z+kzYKiqJJV+TzP59v7ZmZmCgZ4qTcIq4rkrIo0bNf0RK2o3+dy81kUTwnFRr/YMruW8fNaozq7xQG1FEQ0VKDUfIhaCIfDCAaDcDqd28YmudwmLkkSFhYWMDs7i56eHt3aD/Vs8awEz/O4du0aPB4PTpw4ock2thaUyZ1mYkWkQa/1bDbblgO8lpaWwHEcJElCOp3G7OxsxQFeerKbRINV62qhXBpMsVUvtswuLrosd15aOycUduNDABENZVCLBaCwfVIJ22ttywkGg6BpGocOHdpWo1SL0xPq4VgdHR26P5mbEWlIp9MIBoOIRqMYGhpCX1+foeuRiZP1U26A1zPPPAObzZYfcqYM8FIXXOo9nGmn1RZUuy7PAz/9KYPxcRp798q4/XYBRrhN1/I+l7NVV7p8OI4raZmtFp1aoyuKd8luhIiGIrTMh1DGVG8lGhKJBILBIHieh9/v160C38wnHbVo2NjYMHQ4FmBsTYMgCJicnMTa2hqGh4dhs9lMifYozpMKZvz9doNQoWkaDMPkh3cBm580FxcXkclkCgrpzBrgpSdWmzspyDLwjW+wuHCBQVOTjKtXaQSDND7ykSz03D/1vnYrWWarRadyz1tZWdnSxCwWi22rB0A9IaLhFaoxZlJEQymUdj2O4+D3+wvajOqlmgiHHtA0DUEQcOnSJdA0jSNHjhg6xMYI0aA4Uc7OzqK/vz9f5BiJREwputwNG3ijUO5JU21MVTzASxESetsg60mjRBoSCeDiRQZ9fTJoGmhtlTE7S2F+nsLgoH7XuBnnW84NdXV1Nd8CWmyZrYyedzqdurpBRiIR3H333XjppZdAURT+8R//EefPn9fltY2AiAYVoihqqluw2WybRIPSQbCxsWFYu56ZoiGVSmF8fBzpdBrHjh0zxatAT9Gg3ABhUdp9AAAgAElEQVTGx8fR2dm5qZ3VrE4NIhqMoZr31G63o729vUDAl7NBLq7It2rSohoruyfUnxmKyv1T3npZzv3T+9CsKsBUuuF8Ph8GBgbyX1dfKxcvXsQnP/lJZLNZMAyDe++9FydOnMDx48fzDqrVcs899+D222/HQw89hGw2i2QyqdcpGQIRDa+gXDBabkZqd0ZBEDA1NYWVlRVdOgi2wgyvBp7n8+JneHgYsVjMNHMjvRwho9EoxsbG4HK5yqZSzCpQVIsGRZAanaLYDUKl3vOrdoCXIiQkSTK9GNLK7gm1i6vHA7z61SKefJKB1wskkxRGR0X09up7rVltIV28tvpa6e3txRvf+EY88cQT+Na3voWenh785Cc/wec//3ncdNNN+PznP1/VerFYDD/72c/w9a9/HUBO4DZ6rQQRDTXAsmx+PsTCwgL2799vygAjI62kRVHE7OwsFhcXceDAAYyMjICiKASDQUPWK0W9hZDJZDJfR1Kp6LS41sAodsMGbhV6b9yVBnhFo1Gk02k888wz+XkKys8bOcCrlmmseq1bfE+76y4BfX0yJidpdHVJuPVWEXoHPq0eVqUlkptIJDA4OIh3vOMdeMc73lHzespMnne/+924cuUKTp8+jfvuu0+zi64VENGgQssNXpIkxONxzM3N5cWCWRe4EVbSamOjffv24dy5c5Z9YGtNGaijI36/v2A+gt5rVYsVomE7t1xWs54ZT/vFA7w2NjZw8803542pFJ+A4gFeSp2EHg8SjWTuxDC5aMOrX21cxNNq0aDlSV+vmgZBEHD58mV85StfwdmzZ3HPPffgM5/5DD796U/X/dpGQUSDRmRZxtLSEqampuByudDX14fBwUFTj2GrAsxqUef829vby7ZPKk/kZty0qt3IlZkdCwsL6O/vz0dHtGDWxmqFT4NVbKeOhHopNcBLEIS8kFC39hUbU1Vbk7TbzJ2sTk9o6arSSzT09vait7cXZ8+eBQC85S1vwWc+85m6X9dIiGiogLK5TkxMoKWlBWfOnEE0GkUsFjP9WPSKNChGU263u2L7pLKRN5JoUNtwd3V1bTlue6u1zHKfVESDJEkIhUKw2WxoamoyrKB1N6RErDBZqgTLspta+9TOhbUO8GqU7gmzsHLCpVbBEovF0NvbW/d63d3d6Ovrw9jYGEZHR/H444/j8OHDdb+ukRDRoKL4JqR4E7jd7gLXQCvGVOuxLsdxCAQCAIDDhw9rap80s2NDSyFkOBxGIBCA1+vVNG67HDRNm+I+qQghZcNoaWmBKIqYmprKbx7KxmGWq+FOwKoZENWidYBXNpvdZEylWCDvts3b6kiDlnudni2XX/nKV/COd7wD2WwWg4OD+Kd/+iddXtcoiGgoQTQaRTAYBMuyJb0J9EwTVEOt3RPqUc8jIyMFT0KVMHMk91ZP/8lkEoFAAKIo6uIXYVbagOd5XL16NW+KpayrRAOUzUNtMKOu1m9qaqq6mrrRnsB3CnoJlUoDvDiOKxjgpdxr7Ha7qQO89CrATKWAlRUKLhewZ0/lz5zVokFrpKHaKb7lOHHiBJ577jldXssMiGhQkUgkcO3aNYiiCL/fX/aiKOXTYAYMwyCbzWr+eaVAcH19HcPDw+js7Kz6pmemaCh1bMqI3Gg0qqtZltHdE5lMBsFgEJFIBH6/Px/KVP/91JtHd3c3gBvV+hzHIRqNYn5+HtlsNj9G2ih75O2GVZEGo9bcaoDXtWvXIElSwQAvj8eTvxaMGuClR4RjeZnCfffZEItRkCTgttsE3Hnn1vcTK6dHao2q6hlp2G4Q0aCC53n09/cXDMsphZWRBi3rqtsn+/v74ff7a/7wmzmuWo36HAYGBnDw4EFdb9hGnZcy+TMUCmFoaAg0TVdlV62u1ldcDYvHSCv2yHa7vUBIVDvRbzuz00RDOWw2G2w2G/bu3ZtvBVUGeHEcVzDAq9iYqt5+fz2e+O+/n0UmQ6G3V4YoAo89xuLoURkjI1tPz6017VgvWiMN8Xhct0jDdoOIBhWtra2aNmWrREOlp35ZlrG4uIjp6Wns3btXl/ZJMyMNwI1zmJqa0u0cSqF3saAsy1heXsbk5GS+dZWmaYTD4YJ1alm33FOoWkgolrcsy8Ln84HneSQSiW03Z6GRsar4sviJv9wAr1KpLnWdRLWjovWINCwu0ujokF857pyjZDi89e9YmZ7Qes5mmt41GkQ0qND6YbLq6bvcBi7LMtbW1jA+Po62tjbcfPPNurmKmSkaNjY2kEwmEYlEdD2HUuj5N4xEIhgbG4PP59t03EZ2MpRq++N5Pi8ipqam8nMW1BEJM/PiRrHbRlRXOleapvOtnQrKAC9lrLh6gFexMVW586r3PR4akhAM0ti3TwbP52ynOzu3/jxYKRq0jBEAcjVWjWzAZCRENGwjSkU4IpEIAoEAXC5XQYeHXpghGpSuDuWJ2oyWIz0KIVOpFAKBAHieL1ucaXb7o81mQ1tbGxwOB44ePQrghn9APB4vyIurjYi8Xu+2EhK7JT2hrFvL30Y9wEsdoVIGeHEclx/gpYgORUjotSG+8508/uZv7Jifz71vv/d7QsXhVlaKBq2fVasMtxoBIhpUNHoYV72BcxyHYDAISZIqWibXu6ZRUZVMJoOJiQnE4/F8V8dTTz1lyFrF1FMIqcwbWV1dhd/vL7ghl1rHas+Ecv4ByhPowsICOI4zrcBuu2K0aJBlYGGBQjYLdHfLUEph9I5wlBvgpczdUAZ4JRIJvPzyywXXQ7UtwW1twJ/+aRaRCOB0AlrKe6wSDdUIht0MEQ11YPaThzLz4uWXX86P3q5UtFkvRpggKcWCy8vLGBoawqFDhwreRzPe11rSE2rL7b6+vnzdQqV1GvEmUyovrhgRxePxfIGdMvlRvXGUqi6v9hyz2VyOu9a9YadFGiQJeOghFpcuMaBpGT4f8J738OjslE1Ji7Asu+l6eOaZZ7B//35wHIfV1VVMTU1taglWxkVv9b7QdE48aMUq0aC1xVQ9gG43QkRDjZhpegTkctVTU1OIx+MYHBzE4cOHTbloGYbRzQRJXajZ09NTcsiXEtkw+qZRbaRhY2MDgUAALS0tZS23y63TiKKhFKWMiNSTH1dWVgocDdV1EoC2m2gmA3z/+wxeeokBTQOve52Ac+eqj/jsNNFw/TqNZ56h0d8vgaZzvgbf+x6Lu+/mLaulUFJYPp8Pe/fuBVC6Jbi4k8fr9dZVgGuVaNBq7JROp3VPA28niGhQUc1Frng1GC0a1PMV9u/fD4/HU/Pc9lpgGAbpdLru11lfX0cgEEBra+uWm64S2TD6pqE1ApBMJjE2NgYAOHbsWNW53u0kGkpRbvJjcaV+LBbD1atX0dTUtKU18hNPMHjxRQZ9fbnCuIcftmHPnmzFPHcjoKUgsVZisVzURdEGzc0yVlZyazWS+2WplmAgl2pU0l3qAV7FdRJaxE+jz7yIxWKGpYO3A0Q0FKH1Jm9026V6QFZ3d3e+9XBubs6wNUtRbyFkPB5HIBAAwzA4fvx4Rc8CszpTKq3D8zwmJiYQDocxMjJSs6nUdhcNpShlSnXp0iUMDAwgmUzmrZF5nt9kjRwM+tDZKYOiALsdsNlkLC1RVYsGqzZSo574u7pkSBKFbFaG3Z6LNJw6deNz1+idIkonT3GdRKkBXkq6S7kuih+8rCo41foQqKcb5HaEiIYaMUo0qNsnW1tbDW89rEStokGxrk4mkxgZGdHc02ymaCi1mUuShPn5eczNzaG/vx+jo6N13cCMdp5sFJRKfZ/Pl4+ElWr5i8VasbLixd69NBwOJ1IpN3y+6kWVFULMyM1sYEDGnXfy+MEPWEgShZERCW98o3n+KMXo8bRfqgBXkqS8MdXKygomJychimL+2vH5fJZ9XrSeczweJ5EGQvUYMbQqGo0iEAjA4XBs2T5pphKvdhMXBAHT09NYWVnB0NAQ9uzZU9WxmiUaSm3ma2trCAQC6OjoqGlyZrl1is2ddgulWv56e4F/+Aca6+s8UqksenoWkEjM4/nn2YKnTy058Z1U0wAA589LuPnmLHgesDplblQdBU3TZQd4cRyHcDiMTCaDixcvbjKmcrlchr7/1UQadquFNEBEwya0hpP1nD+RSCQQDAYhiiIOHjy4pYpVNlWzcn5aIw2yLGN+fh6zs7Po7e3V1FlQbj2z0xMcx2FsbAwsy+LkyZO6FjntxPREPbS3A3/4hxKWlljYbCx6elyg6b1574B4PJ73DmBZtiC1oTalssrcyeg1WTb3z2rMLL5Up7u6uroQDodx5syZgjoJ9QAvtZDQWiehhWpqGkh6glA1eqQnFJ+CWCymeRiTsok3imhQp1Pa29ur6iwohREtnlutc/XqVcTjcYyOjhpiC7tb0hPV4HJhUw1DKe8Anufzm8bMzAwSiUS+MJNlWfC8uZ0Fu8nQx8q2R6DQOr3Y8VS5JmZnZ0sO8PJ4PDVFCa0Yi70dIaKhRhTPhFpQmwMNDg5u8imotK4gCKbVOWwlGmKxGMbGxiqmU6rBjPSE0pGSSCQwMDBQ1ftfLSTSoI1EAlhczP0N+vpkOJ25aF5xTlwQhLxvQCKRwKVLl0wzpbKqQM8KrLTM3upvV+qaKOUvIklSvi1YiUxUumeKoqjpgScajW5p6LbTIaKhiGo2b6UaWCuSJGFubg7z8/OazYGKMXuAVKl0QTqdRiAQQCaTwcjIiK6hOiNFgyzLea+Brq4ueDwe7Nu3z5C1FEqJht20+WghEgH+7d9YJJMUZBloa5Nxxx0CSnW3siybjwjJsoyRkZG6TKmqQc+/myQBk5MURJHC4KCEcnuVVYJTFEVLREMtEY5y/iJKncTGxgZmZ2eRzWbhdDoLrgn1AC+tkQaO4zA0NFTdie0giGiokWrSE+oJiN3d3XUV2bEsa6poUKcLBEHA5OQk1tbW4Pf70dHRofvmZ5RoUKIiTqcTp06dgtPpRCgU0n2dYhrVEVJv6jnHy5dp8HxufDKQs1K+epXGzTeXvw7U61UypQqFQnlTquJ2v2pSaXqJhkwGuOceB555hgFF5Ton/v7vU1A9POu+ZrWYWTelRq+0iHqAl9IWXNzNs7S0lK+T8Pl84DgObre7YpSFFEISCqgm0qBl81by/c3Nzbq0TxrRtbEVyiY+OzuLubk57N+/v+YiRy3oXQiZyWQQDAaRTCYxOjpqegHTbkpP1Lq5pVI0nM4b75HDAaRS9a1XypSq3PhodbvfVmFsvQohv/lNG55+mkVra+6cg0EKX/qSHZ/85OZ0Z6OM4zYLI2spthrgpXRuhEIhzM3NFQzwUsSHclykEJJQE5UiDUr7pN1ux0033VTR1EgrZqYnZFnO544zmYxubYhboVchpDLfIhQK1dT6qRekELKQTAZYX6fAMEBHhwyGAQYHJQSDDJxOGZIEJJNAf//WQqvSZqoMf8pkgH37ZLhc5cdHp1IpxOPxTaZUxUJCr0LIQIAGw+QMroDcIKfr10u/rpWb904TDeWw2+1oa2uDy+XC8PAwXC5XwQCvxcVFJBIJ/M3f/A3i8ThSqRSuXr2K0dHRgtqKWjhw4AB8Ph8YhgHLsnjuued0OivjIKKhRpTq7WKSySSCwSB4nsfo6KjuYSyz0hPRaBRjY2N5y1i/32/4mkD96Ql1Kmjfvn2GRkW0sJsiDZXgOOBHP2IRi+V2y54eCbfdJuLgQQnZbC5NQdPA7bcLFUXDVggCcO+9Nly6xKC1FejslPHhD2exZ8/m11TbIhebUsXjcUSjUSwsLCCTyUCW5bzzoc/nK8iHV8PhwyIeeYSBcllkMsDhw6Wv+UYtSDQKK8diq2saSg3w+uu//mtcuXIFn/jEJ/D000/jgQceQDgcxsDAAL761a/WXB/15JNPFnSINDpENBRRbReDQi3tk7VgdHpCLXqUkdtmjasGcqKh1gFZkUgEY2Nj8Pl8ljtpKuxmc6diLl2ikUrlxAIAzM1RmJykMDIi4/hxCcePaxeL5SIN2Sxw990OPPkkC7sd8HplnDol4sEHWdxzj7brSh3GVuYryLKM2dlZpNNpJBIJLC8vI5VKI5NxornZi+7uXK1EOQMiQQCee45BKgW8/vUCLl1i8LOf5YZ2HTki4cMfLt2JZaVoMGsYnxorRUOltR0OB2655RaIoogvfelL8Hg8kGUZU1NTht3vGxEiGmpEKXBTHBBDoVDV7ZO1wDAMMpmM7q/L8zwmJyexsbGRL3K0gloiDalUCoFAADzP4/Dhww1l8UoiDTeIxSh4PIW1C/E4BaA2G+lSn7PvfY/F5csM3G7A45ERjwNjYzRUs5VqgqIoMAwDn8+Hffv2IZ0GvvxlO372MwprazKOHYvjf/7PAEQxlS+sU3LiDOPG29/uwYsv5iIpbreMf/u3FD760ZyY2L9fRjldYIahVClEUYTD4bBkXatEg9b0k3rKJUVRGBwcrHlNiqLwW7/1W6AoCu9973vx+7//+zW/llkQ0VCE1g+oJEnIZrO4ePEient7S455NoJaWj23Qj1Fs7+/HyMjI5veAyUvb8b5VVMIqfa78Pv9NfVOG11ophYNSp1FOp3OT4M02hq3kejrk/HMMzRcrlztQiZDoatLX0E1M0PB7ZYRi1GQpJwwWV+n4PfXX1eiDtk/9BCLxx5jcOlSrgPi+vV2PP/8WTz1VBIUxecHNc3MzODBB1vw3HODsNslyDKFjQ0af/InDnznO5Wnx1plKLUTCyH1QPks6/WZ/cUvfoF9+/ZhZWUFt912Gw4ePIhf+7Vf0+W1jYKIhiqRZRmhUAiTk5OQZdmU4kA1ehVCKucxMTFRMEVzqzXNuIloKYSUZRkLCwuYmZmpy7Ja2dCNFg2SJCEUCmF8fBzd3d1obW3ND+xJpXJPpuqR0jtVSBw9KiGRAK5fZ0DTMn7lV8R8m2W1lPu7jY7mnsy7uyWEQhQSCQqjoyLuuqu6lNfEBIVnn2XgdAKvfa0An69wA79+ncHLLzMQxRvHMDVF48EHbXjXu4C2tja0tbW98h07ABYMI71y3CICgSyee+65TaOjiz+DVqYnrBIN9TjKmoVen0+lDmLPnj2444478MwzzxDRsJNYX19HMBhEU1MTTp8+jUuXLpmuivUohAyHwwgEAvB6vThz5kzFMKQiGsz4MFdKT2xsbCAQCKClpUUXy2qjUwfpdBqrq6uQJAlnzpzJF9Cq0z/quQs7UUjMzFD4p3+yYXWVwtGjEt72Nh5NTSgbktdCOdHwxjeKuHKFx6OP2tDamqtn+OIXM6gmY3X5Mo0PftCJdBqgKOD++224//5UwZo9PSLS6cJrj+eBpaXNx3T6tIR/+RcAyKUnKAr41V8FTp48mfcMWFhYQCKR2GRKtZu6GKxcV+t9QM+HjEQiAUmS4PP5kEgk8Nhjj+ETn/iELq9tJEQ0FFHqgojFYggEAmBZFseOHYPnFas6ZQM3O9JQayFkIpFAIBCALMs4cuRIQevZVpg1eXKrtZLJJMbGxiDLcsHfoB6UKIARNyme5zE+Po5wOIympiYcO3YMAEoKvlJzF0oJCZvNVtAGuB2ERDQK3HtvriC1qUnGxYsMEgngf/2v2opdK0HTwMc+xuO97+WRTAJ9fYXiJBwGfvpTFtEohWPHRNxyi4Tit/CLX7SDomS80kyBuTkKP/whi3PnbmwYb32rgPvuk7G0BMhy7msuF3D27Oa/75veJODKFRpf/7oNFAWcOCHhL/4iA4ZhNlXoF5tShcNh8DwPnucLnAyNFvCk1bM0iURCl3sPAIRCIdxxxx0AcqnWt7/97bj99tt1eW0jIaKhBErYOplMYnx8vKxdstJB0ejpiWw2i4mJCUSj0Zo6O8z0higWDeoCzZGREV2rlI0QQ7IsY25uDnNzcxgYGEBPTw9mZmaqfp1KQiIUCiGdTje8kJidpZFOAz09uSe5vj4JL73EIJ3m4XTW/rqVnvhKlbdwHHDvvQ6EwzlvhKefZhCP8/jN3yy8tiMRCurGG4rKFXGq12xtBR5/PIk3v9mF69dzEYT//b8zeM1rNn9OKAr4P/8ni498JItslkJbm7xJqCgUm1Ktr68jHA6ju7sb8Xgcq6urmJqagiAIcLvdBekNPbuFdmPXhpZ1o9GoboXWg4ODuHLlii6vZSZENJQgm81ifHwckUgkv8mWukEpoWZnPXe/KqnGvloURczOzmJxcREDAwM4ePBgTRuKFaJBkiTMz89jbm6ubIFmvejd2bC+vo5AIID29vZ8rYsyB0EPthISsVgMoVAIqVQKdrsdmUwGoVDINCFR7hydThmpFIVoNGewJEmAzYaysxaqWa/ac7p+ncbaGoX+/pxQ9Plk/OhH7CbRcNttAh54wAaalsHzAMMA586JmzoZenpkXLiQRCKREyGVHlRze01114ISCVNMqfbu3QsA+YeaSqZUtXZAWPXELwiCZetqiTTE4/Fd7QYJENFQkmvXrqGjo6PiJqvHeOxq0bKBy7KMpaUlTE1N5Q2O6gnBmykaGIZBKpXChQsX0NHRYWihqV6RhlQqhevXrwMAjh8/XuD+WewIqffmXU5IXLp0CclkclNEQqmTqNWYaCtKvV48TiEcpnD1KguaBvr7JfzRH/EVN9hSJJO5mgGns7Z6CFlGwRM+x1FYX6ewsQHkaxYB/MEf8OB54JFHWDQ1AR/7WAbHj0sIBkt3MugUrS5JuSd+ZbKnOlRebEo1Pz+PbDabN6MqNaRpq3WtGo1tVS2F1rHYjdTSbQVENJTgxIkTmjYTK0RDpeI9pVBQr1kXgP7zIMrBcRyuXbuGZDKJ8+fP6zJqeyvqFQ3qls/R0dGSqRMrfBrsdjtYlsWBAwfym0M2m0UsFkM8Hsfy8rIpQiIWA779bRtuvVXAxgaFSISCzQbccktOgKbTgN2uTQCEQhS++EUbYjEagiDj2DEffud3Nqo6noMHJbS1yVhYoLC4SOGllxh0d8u4+24XPv7xDE6ezF0LNhvwkY/w+MhHCusurJgDUU2aoJwpVSaTyae1lCFNldJau63lUmukIRqNkkiD1QewnTF74uRWcByHQCAAiqJ0KxRU0GseRDmUdFA8HsfQ0BAmJycNFwxA7Ru6OpJTqeWzUcyd7HY7Ojo6NnVtbCUkvF4fLlzw4P/9PxZOZ25ctd+v/VwUrwS3O2do1NsrY26OwsIC8MQTNiwv56IGd97JY3Bw69f9xjdYpFIUenokSBJw4YILhw450d+v/T3w+YCPfjSDf/kXFk8/bcehQxL27pWRSACf/awd3/xmessIiBmigeeBq1dpSFLOWrpecyeKouB0OuF0OjcNaSrVsaOIiGw2S0RDCUh6goiGuig3f8JMFPvqeDyOkZGRugeolMKo9ITaWGpgYACHDh2CLMsYHx/Xfa1S1BJpiEajuH79umaraqtEgxYPikpC4gc/SOG73+1Ea6sAmnbgpZfs+PjHsxgetmvayFpaZLBsblP2eHKdFB4P8JOf2BCLUejry33vW99i8b738djqXry0RKOlJfc+0nTuXzRa/ebS3g686lUSfvpTOW8s5fXmhltxHLY8BqPdGTkOeN/7nAgGc5t1X5+ET3yCQlub/muWSmvxPJ8XEtlszkdCccFUCi49Ho+hYsLKCIeW9EQsFiPpCasPoBGpZv6EEZbOWlDcBZeXlzE0NGSofbXeokGZnjk+Po6urq5NNRdWt3eWQhmxnUqlqrKqbpRIg1bUQmJ21o7RUcDlEpHNZjEzI+Kxx1awsbEIu91e4CNR6hy9XuDd7+bx1a/a8fLLNAQh1364tERhYCD38x4PEA5T2Nig0Nxc/n3y+yVcuUJj3z4ZggBIkoyurtquSaWTI5XKtUmur+ecKZXZcgsLFObnc187cODGMRntzvjAAzZcu0ajszPXXTE1ReOBB1rx4Q9HDVtTjc1my5tSrays4Oabb4YgCHl3y7m5OSQSCVAUVdGUqh6s6P7R2gUXi8XQ09NjwhE1LkQ01IHels5akGUZPM/j6aefNs2+Ws95F7FYDGNjY3A6nTh16tSmzhMzbxhaNnRJkjAzM4PFxUUMDQ2hq6urqmO0OtJQD3Y7EI1SYFkGLOuCy0VjdPQAzp7tK8iTLy8vI5FI4MqVKwVCwul05mc+DA9LaGmR8dJLDDgO2LNHhMcDiGKuo6JSNu2tb+URjdowNcUAkPHbvx3HgQOlhzxVortbxkc/msUXvmBDJJJrgfz4xzOgKODxx5lXfBpyNRkjIxJ+5Vck/M7v8IanJ6amaNjtN4o1XS4Zc3M2S6e0siyL1tbWggimKIolTanUQsLr9Ta0HXQxWmdtcBxHIg1WH0AjUuukS6NZW1tDMBiELMs4depUQZW+kejRZaA8qSeTSYyOjjZEXrDSea2uriIYDJaMhlSzxnaKNKi54w4BX/iCHbOzwNpa7gn41Knc070yIlpJbTz33HM4ePBg3phIqZGYmWnF2lo/9u+n4HA4sH8/i7ExGuFwLsIgScCttwolx1araW7OGULFYvwr8yS4ujbTX/1VEWfOiIjHKbS2ymBZIJEA7rvPjpYWGdEohWCQwbVrDJ56SsKDD7L48z+nDRUNx4+LePJJBpKUEw7pNIVDh5KWioZSlDOlUoTE8vIy4vE4ZFmG2+0uKLi0woNBC9VEGlpaWkw4osalMf+C2wSzREM8Hs87Uh4/fhzXr1839Ym8nvREcRql2id1Iym3oScSCVy/fh0sy5aMhlSDFZGGWAwIBr2gaQZDQ8iH3avl8GEJR46I+OIX7ZBlYG4O+MM/dOKBB9IlOx4cDgdcLldBjYTLJeDhh1lks0lwHIdUSoQkOfGGN6xCFJvR2enG/v0OAJWvCZrORSRWVynEYhRaW+u7jpzOnI+EglK46XQCFy/SoGkZNhuF5uZcq+fPf96KkyeNu3bvuktAIEDjkUdYUBTw6leLeMtb1kBR1gvsStA0jQd1bVQAACAASURBVKamJjSpLjZJkvJeEqurq5icnIQoipuEhOJuaaW41lqAGY/HC85xN0JEQx0YLRrS6TTGx8eRTCYxMjKSV7hm+ibUup4sy1heXsbk5CT27dtn2hTQaij2UOB5HhMTE4hEIhgdHdWlqLSUaDBSNIXDwDe+YUMw2IHxcRbNzRTe+U4etZyKJAH/9//a0d4uw+nM/f+LFxk8+iiDN7xB2/Vw6BCLU6dseOml1nxnwt13J9HX50MsFkEkMofl5XTeSyAabUU87kN7ux0HD+YiAApLSxQ+9zk7NjYoJBJ7cccdHN7+9vJrR6PAtWvMK8chblnkCAAdHTJaWmRsbFAQhJyvQ044AACFZJI29BpmWeCTn8ziwx/OQpJyrpPj4+abLOm1edM0vaUp1fr6OqanpyEIAlwuFzweD0RRRCaTMX0sdzWRhkaIkloJEQ0lsDo9oe7/Hxoawp49ewqOyexWz2pFQyQSwdjYGLxer25eEUagpCeUqZnT09M4cOAARkdHddvY9Yw0CALwyCO56Yo9PRLuuENA8fiQS5cYZDJAV1cafX0SQqHc+OZi10MAiGVi+OHEDzEdncY+7z789vBvo811w+Uonc79U9ZQhi2trW1+b8qdI8sC73sfj8uXaUSjFAYGJPj9DIDCro1MJoNf/CKDH/yAhSTFkU6LGBrK4k1vSqOlJdcC+td/3QSOo9DTI2N9ncd//EcTzp2jSrZrrq9T+Mxn7AiHFdtnFn/8x1l0dJT/W9hswKc+lcGnP+2AzydjZYVGd7eEVAqw22WcPBkBRRkfmlZHv63oJjByTbUpVXd3N4AbplThcBiSJOHatWvIZDIl3S2NEtzVRBqIaCDUjN6iQZIkLCwsYHZ2Fn19fWX7/+sZWlULWs2dUqkUAoEAeJ6vqsPAKmiaBsdxuHjxIlpaWnDu3Dndc656ioa//VsbfvxjFl6vjAsXGPzylwz+8i8zBXMSchsckM3m1nU4cl8rRpIlfPPlb2KRW0SnuxPTkWl8/cWv4wOnPwA7k3tBtxsYHJQwNUWhvT33OjQN3Hxz6Wuh3A3dZgPOnt36+rHZHHj2WR+OHJFht+duypOTElKpdbDsBhYXl/D88350dfGIROyQZQGADaEQW1I0PPYYg3gcecvohQUKjz3G4O1v3/pzMzgo4x//MY1oFPjnf7bh0UdZeDwy/uiPeDidiYY2d9quayqmVEDOiv3YsWObTKkWFxeRyWRgt9sLii31skjXGmkgooGIhpJovQj1KnKTZTlf5NjR0VFx5LPZ6YlK5k7qyIjf7y8wkakFJW1g5I0rnU5jcXERsizjxIkTupphGUEikZvO2NcngaZz18zkJI2JCRqHDt3YkA8elHDlCoNMhkYikcvTq7+vEM1EMR+fR19THwCgy9uF+fg81lPr2Ovdm/+5v//7FN77XhcmJmh4vTLuvTe96fUyQgaCVJ+IleVcJEV937bbGfh8rRgczD16Hz9uRygkwW7PIJHIIpFIY3FxHL/8pVTgbOlwOBCPU1BHuJ3O3HuhBYrKPe1/8IM8PvjBGz4sly9b4whp9ppWjsVWPvPlTKnUQkKZtaI2pfL5fHC73VW/Z1rPWbHl3s0Q0WAxSguiw+HAyZMnNTkhmt21UU6kyLKMxcVFTE9PV3RGrAYlbWCEaFAKM0OhEFpaWuD1ek0VDJVuZrIMTE9TSCZzPgFKOL14boLyv4s1q9+fc278zndyA5TuuEPA8PBmYatEEwRJAEuzkGQJkizlv65w4ADw4x+nNm3oAJAVs/j53M8xHZ3GTGgGnhUPbuq6adNai4sUvvtdFuFwbhz17beLKM5YMQxw9KiIF15g0Nkpg+MoeL0yurtvHPsf/AGPz33OjkjEA44D3va2FO6881iBIdXi4iLS6TTc7nYsLR0ATVOw222IxWw4ebI+oW2FjbTR3hClaOQJl8VdO0ChKdXa2hqSyWTelEotJCqdU+XP5vbsgtIbIhosIpVKIRgMIpPJYHR0tKqK3EYohFRmXLS0tFSMjFSLUSOrQ6EQJiYm8kO8FhcXG8YGHMgJgO9+l8GFC+wrRYMy3vUuAaOjErxe4Nd/XcATT7Dw+WQkEhQOHJAwNLT5fTpyRALPL+Pw4bay9SQemwe3HbgNj049Cho0RFnEq/tejXZX6dHjpe7lzy8/j6noFPZ59iFqi+KphafQ7m5Hj++G+U0kAnz5yzYAFDweGY89xmJqLYTDr3kezY5mnOg6kRcqr3+9CK8XCAYp7N8v47WvFaDuKu7tlfHZz2awskJhfX0Bvb0uUJQXDocDnZ2d+SdSWZZx/HgWbncKjz5qQySSwJkzITgcSUxO1p4jt+Kp34oNfLtNuFSbUqlfSxESMzMzSCaToCiqwN3S6/XWtF6jdH9ZBRENJaj2oqjmCUQQBExOTmJtbQ1+vx8dHR1Vr8eyLLLZ2oxtakGdnkgmkxgbG4Msy7rPuFDQe0BWPB7H9evX4XK5cObMmXx4kaZpy23A1czOUrhw4UYKIpEAvv1tFh/7WBYUBbz//Tz6+mRcvUqjp0fCW94ioFykVMs1dWv/rehr6sN6ah0tzhb4W/1b/nwmAzz7bK7Q8sQJEQvcAtocbaAoCgzFwME4sJ5cLxANs7M00umcZTQAoHka//LjBfzGwJPg5SyeDz2P/3H8f4ClWdjtwGtfK+K1rwXm5ijMztJIJGTs33/jCc/pBPbvl7cUe7nQtgN33unAnXcCgBOy7NuUI0+n01UX2+0G0bATJlxqMaXiOA4A4PV6kc1mEY1GtzSlskpMNRpENJRBawGbkiqo9KQtSRLm5+cxNzeH/fv31xXKN7sQUqndGBsbw8bGBkZGRkpOdNRzPT0iAOpBWAcPHtxUwGRERKMYUQSmptyQZQrd3TIGB298TxCAQIAGw8jw+2Wk0xQYRs57IHg8wMYGBVHMPenbbMCb3yzgzW/WtraW63eodQhsbBgXfs7gORE4fVrE6Ojm30smgfe8x4lAgAZFAV6vjLs/1QO++TpcNleucE3MwOcoLH612XKtmsrxXFuZRLOrGT1N+wAAE+EJTEenMdw6nP+dJ59k8K1v5UZpSxLwe78n4Dd+o/B6qDZVUCpHXqrYrpKQ2A01DTt1wmUpUypRFBGPx7GxsYGlpSVwHAdZluHxeAqiEizLguM4eIvblepAFEWcOXMGPT09ePjhh3V7XaMhoqFOKokGWZaxsrKCiYkJdHZ24uzZs3VX6JuZnlDETiKRQH9/P0ZGRgy/idW7mUuShLm5OczPz2NwcLDsXA6j3RplGfje9yg8/ngXBgcpZLM0Xvc6EWfOABsbwAc+kNuEAeDkSRGf/GQGLJszZ/J6c74Efr9UMjVQiVLny/O515TlnJWyw5HrKvjmN23wemVQlIxvf9uGt76V3zTN8j/+g8XVqzfmIoTDFJ7451fh9j+awyK3iLXsGl7b/lr0NxeOnRweljA8LGFsjAZrk8FtePHq37lecJyidONajsWA73yHRXe3DLs9d8wPPcTi1CmxoBVRi2jY2AAmJmiwbK5AtLhcqFohkclksLq6iqamJtjt2oZ21YsVNQ1WPVFbUYDJMAw8Hg/cbjcOHjwIIHf/UJxNV1dXcfHiRfzpn/4p+vr6EI/H8dOf/hQnT56s+8Hpvvvuw6FDhxCLxfQ4FdMgoqFOtipKjEajGBsbg9vtrttZsHhNM0SD0tHR3t4Oj8eD3t5ew9cE6hMNa2trCAQCmgRasbmT3ozPxvHQkyHE3C9hj/Mw+jv9eOIJBjfdlMvzBwI0entlyHLOX+Ghh2x497t5fPvbLBYWKBw8KOHOO2uPKKkFUTqd23yXlihQFNDaKuOuuwRcu0bDbpfR2pr7WUGQ8POfMxgcFArGRC8tUWCYGwWYTqeMtRU7/ov/vyCSieBK4gp+ve/XQVOFm43NBrz3vTyuXKERi1EYkUKYYi+Ay3aAy3JocjQVpDOSydwCSimGzZZbM5mk8lMutbC0ROFLX7IhkciJpL17ZXz4w9mKMy62EhKXL1/Oh7aLfQSMEhK7KT2hddKkEeuqz5em6fzfFQBGRkbwm7/5m3j44Yfxta99DY888gj+4i/+AhsbG/jd3/1dfOxjH6t6zfn5efzwhz/En/3Zn+ELX/iCbudiBkQ0lKHa9ISaZDKJYDAIQRBw6NAh3f0KjE5PcByHsbExMAyDEydOwOVyYW1tzbD1iqlFNCSTSVy/fh00TWvuQjEy0pARMvjXlx7CWnoUtJ3H9fUxJPk02qXjiEYTCAad8Hpza1NUbjhRMJib/vjHf8xv6pYAgGeXnsX9L94PQRLw1kNvxa39t2o+nhdeoLG0dKO2YGmJwsWLDFg2lyYBgGvXaDzyCAOXC3j+eQZ/8ifZ/ETI06clPPhg7smfYQCOo/CGN/CwMTZ0ujvRbGsuu7k5HMAtt+T+nr8uvgZPzMi4vn4dvb5evH7o9fDab4R829pyroxraxTa22Wsr1Pw+WS0txf+nSpFGh5+mIUoUujvz/3ezEzufIvTHFpQhITNZsPgK/kldUQiFouVFRJ6tOftpvSEFe2MWjwaWJZFZ2cnjh49ir/6q78CkHufao0SfOhDH8K9996LeDxe0+9bCRENdaIWDYoNcTgczhc5GoFR6Ql1DcDIyMgmG2WzWs6qKYRUCkvX19cxOjpaUEFdCSMjDUvcEgTnEro6j2JxtgOdzR5cubaB1wyNIRSKw+tNYXV1D1hWBMsySCQc8PtFTEenkREy2OvdiybHjY6ay8uX8f4fvx8URYEChWeXnsVf/cZflRUOxaI3FqMKwvNut4xIhMJrXiPg8mUaTz3F4Ac/YMAwuSf68XEan/ucHV/8Ym764623inj/+7P427+1QxRzBYv33FN9EamNseF1g6/D6wZfV/L7djvwgQ/w+Id/sGFqRkRfD4P3vIffVPBZ6VqMxXJCTP26et6fK6U2SgkJtY9EI2OlT0MjRziK507QNF3T8KqHH34Ye/bswenTp/Gf//mfVf++1RDRUCdKJ8P09DQWFhZ0tyEut6beTpSzs7NYWFjAwMBAyRoAZRMyQzRoKYRUe0Qo7pnVHpuRhZAMzYC28Tj3hgCe+A8bNsJpNPVO433vO4Xmpn589rMU3v9+G65ds0OSJIyMrmOj5yv45KNjcDqcaHI14T0n34OhziFQFIV/H/t3SJDQ5siJolgmhgevPag52tDXJ+G552i0tOQiGJEIjZtvFtDWBvzX/8rjXe9ywuWi0NmZK8RcWaHgcFBIpXLOkBQF/Pf/LuC//TcBogjo2GG7iTX2Cp4a+WOE+2JY9XaAc34OwEhVr3HypITvfIeFwyFDFHPpmUOH6osqVYpKVRIS0WgU8/PzDS8ktPglGIFVokEQBFOHVf3iF7/A97//ffzoRz9COp1GLBbDO9/5TnzjG9+o+7XNgIiGMmjZgJThK2rbZzMuer0iDbIsY3V1FePj4xXHPytrmhG2rLSZK7Mtmpqa6vKIMDI9sc+7D4Mtg3h26iJabkqgdU8r3nT0Tejs8CGbzaKlBbj//iwmJnIdE9nmOdz/UhinvKf+P3tvHh1ZWef/v+69VZVKVWXf9+4knaT3vZvdHhwQEBTEHUVU1HEch686fB3HkZ+gI44rOKN4FP0edRwXjoKgKCKI7DQ0zdadfd+XSlJbarvL74/b93ZVUpVUJZWkgbzP4XhMV93nubeqnuf9fJb3m0g4wph3jJ8c/QlXlF6B1WrF6/Eiy7IZOtbQkITk37X5kYamJo0LL1R48kndevnss2X27NGfsdUKhYV68aUk6VLR0ajutzA/yyOKJHS4zBQ8YQ+feuhTaJpGmasYT9jDDX+5gXvedg9ZltMb61IE9sgRhbmgxp8fjmK3iXzwgxJNTavbKZMIyYhEKBSKIxKG0uCZQCReq90TKx3X4/FkREL61ltv5dZbbwXgkUce4Rvf+MarhjDABmlYNmZmZujo6EAURaqqqmhoaFizsTNxQja0C+x2e0pFmgZpyKSIUzIku79QKGQKYm3fvn3F7U+rmZ6Ydk9T560jvyqfXqmXSw5dQlNRU9xGbrFgtjceGwsgCiIWyYLFYaEmqwZvxMuhQ4eIRCK8y/UuHp94nDHvmF5RL4hcVHSRWc2/1AYjCHpdwcGD6in3xtP/lpMDlZUagYBCX5+Iquqtjp/+dHRBXcVqY8g7RFSJUmDXU2N5WXm4Q27GAmMLOjMWIw2z4Wl+J36Wzn2daGhskt7FAe3jK4qUZdLELDs7m+zsbEpLS4HERCIcDhMKhejt7Y1r/1xtnOmbd6aRqu+E3+9n06ZNqz+hMxwbpCEJki0QgUCAjo4ONE1j+/btzM3N4fF4zoi5pYJwOExnZydzc3M0NzenzJzXss1zPmlQVZW+vj5GR0dNb4tMLOArIV+yDN3duoXypk2aWZUfW5B56MAh7HY7Tz75JFsKFxdOKnfqjn9BOYhdsjMaGGV/+X4AbDYb5245l/8p+B9+efKXyKrMFZuvoNHRGJc7z87ONk+qmqYljKL4Il76PH3YLXYaCxoRBZHjE88R2PcIYwNvoKS+kdLscj760ShnnbU6hModdPPzEz+nz9NHTU4N79vxPkoc+im8MLsQRVOIqlGsopWIEgEN8u3xueOlIkTfOvot2t3tlDpKUTSFX5z8BTtLdnJ+zfmrck8rRTIicfToUZxOZ1xEIpGORCbxeow0pEIaMhVpiMWRI0c4cuRIRq+52tggDSkiEonQ3d2Nx+OhqanJLLiLRCJrKrS0XCiKQn9/P6OjozQ0NFBWVpbWxrsWQkgGjELI2PRJeXk5Z599dkYXs+U6UEYi8K1vibS2ioiiXvF/440RfD5d6XO++FUq9SBVOVW8e+u7uafzHqaUKXaU7ODNDW+Oe8224m3ccsEtcX+bH/L2er3MzMwwOzvLyy+/bIrT5Obm4sHDTY/fhD/iR9EUzq0+l8saLuO2526joLCAAx/4JSOTc1xz6F1c0HIk7eeSCmRV5nvPf4/p4DTFjmIGfAP897H/5vPnfB6bZKPCVcE/7PkH7njhDiRBQtVUbjx8I3lZeYwHxhnyDVHiKFnyeZ50nyQ/Kx9BELAI+jLXNdN1xpKGRBAEAVEUKS0tTRqRGBwcJBqNZpRIvN5IgyzLKbXD+/3+jNQ0vNqxQRqWgKIoDAwMMDIywubNm2lpaYlbrNbaPCpdaJrG2NgYPT09VFZWLnvjXetIg9/v59ixY9hstoxqXMwfZzlE6PHHBV55RWTTJl3oqKcnxNe/PswnP2nl8OHDC55vqrUTu8t2s6t0F6qmIonpLZ6xJ9WysjLC4TB1dXUIgmCK1Nx6/FZG50axe3ejBIr4fX8vvtCvsYk2s1NDKw9zzP04l3IkrfFTxXRwmonABNW5uuZHubOcId8QU3NTVOboKpHv3/l+zqo6ixH/CLW5tWzO38xjg4/x9We+joCAoilcXHgxH6z6YNJxNuVu4vj4cbIsWaiaioYWpwcxH4/0P8JvO36LgMA7W97JuTXnxv37epgVJRozldTG4OAgkUjEjDylSyTOBJfLtUQ6ttgbpGGDNCyKkZERent7TYOjRD+k9SQNS522PB4PbW1tuFwuDh48mNS8KBWsFmlQ1fj8ejQaZWRkBL/fz549e5bV0pQqlksapqYEsrI0ZDmC2+1GkmxkZW0iWboznYiG4eOwUhhKi6pNpaS0hPLycpR2BWvX5QwePQsNGX94jqdH+sja9Ty2iA2b1YZf9ePIdyw9wDJht9jR0Ex3TUVV0DQtrsgRYEvhFjOlE5JDfOvZb5FnyyPbmk1UiXLP4D1csv2SpBoonzn8Gf75wX/GHXSjaApvrHsjb6x7Y8LXPjH0BF99+qvk2nLR0Pjyk1/mlvNv4WDlQfM16+FwmeqJP1UiMT8iYQhSLXfc1cCZHOHwer2ruh69WrBBGpLA6/Xi8XiW3GzXizQYm3gihhwKhejo6CASibBt27aMiEtlmjTMzcEf/yjQ3S3icmlceqmKJA0wODhIYWEhubm5q/4DXW73xObNMpOTIWTZT0lJIePj9lOdCIkJSCLSMBed4+6Ou+ma6aIut46rW64mx5Y5EbC22TZueOEGwkqYouwivvSGL9Hk2svRozsoKPDhHStBmXNC99mUH+5jRutCDsiIqkhjuJHnnnsu7pTqdDoXXdBTfY65Wblc3ng5v+v8HQICGhqX1l+a1F0TwBfxoagK2Va9lcMqWREFEU8keS1RVU4VP7viZ/TM9mC32GnIb0i66T/Y9yAOi8OMtkSVKA/1P/SqIQ2JsBSRmJ2dTUok1pM0rAc2Ig3pYYM0JEF+fj4Ox9InrvUiDca4sV92WZbp7e1lcnLSLBjMFDLtPPmnPwn09gpUV2tMTQX49rfdXHtthMOHDzM7O4vb7c7YWMmQbveEpmmMjo4SDvdy1VVbefTRSiYn4ZxzVN761uTXmU8aVE3lO899h5cmXiLPnkfHdAc9sz3cdN5NWMTEP8nxwDghOUSJowSHdfHvZf9sPzcevxFVULFKVvxRP5975HP85+Ef8nvbOIMv5aKGHZS48pnoLeBq3//Hljc+hqIp7CzZSYWrwnQE9Hq9DAwMEAgEkCQpbnNxOBzL2kgvqb+ExoJGpuamKMouWrJItMBeQIG9gOngNIXZhfgjfiRBosJZsej7HFYHO0p2LDmfbCkbWT39G5Y1mWxLfK/pa8E4KlUi4fV6aW9vJy8vz2z/XEmU8kxHqpEGn8+X8ULIVyM2SMMKsdqmR8kQe/KPFTqqrq5ekYNmMmTKeRJ0I6eeHpHi4jADA6N6T35ZFfn5FiwWLeMEJRnSSU/4fD5aW1txOp0cOnSQ886z8f7360JHS6WK55OTmdAMr0y+Qk1uDYIgkGvLpWe2x8zhx0LTNO7vvp9nRp9BQsJhc3Dtjmspc5YlHe+7z3+XiBqhILtAr2mI+HAH3Vicfs6rO8ifO0XKqjQiYRGLS+PY07l87ENvjGuvTOQIKMuyqXbY29vL3NwcFouF3NxcZFkmGAxit9tT2lwbCxrjnC0Xg0W08MXzvsjNj9/MiH8Ep9XJRxs/arZlrhRvb3k7T488zYh/BE3TcFgdXNl0Zdxr1sM4ai2iG4mIxLFjx2hoaCAYDDIzM8PAwEBcROK1RiRSjTSslzfGmYaNJ/AqhRFpmJ6epqOjg7y8vBUJHS2FTKYnVFUhGJyirc1PfX0JTmcOAwNgt+sbayYJymJIZUGORqN0dnbi8/nYunVrXHjSYiElB8r5kQZB0MPyGhoC+hw0NKaD0/xt4G/MhGZoyG/gwroLGQ2M8vTI09Tm1iIKIu6gm3s77+Ujez6SdLyZ8AySICGrMjaLDQ2NiBKhyFHAW94i89xzWSiyLhfd0KASCKS2GVosFgoKCuLkxaPRKF6vl7GxMTo7OwmFQthstgUiRSvd/Dbnb+bHb/4xvogPl9VF68nWjG2oDQUN3Pb3t/Ho4KMICBypO0J1Trw526stPbESxFpDz49IGN05mSYS63HwMpDKc17P+Z1p2CANSbDWC0S6UFWVtrY2rFYrO3fuxLmUfd8KIUkS4XB4RdeI7eS46KJNPP74Zrxekelpjf37NapOFbevZXvnYnMdHh6mv7+fTZs2JbXXTgXzSUOhvZDza87nkf5HyLZmE4wG2VO2h0f6H0ESJeySnePjxwkrYVNLwXCPzMvKY3JucsEYfj/89KdW2tpEhrX3Y6l7kRl1EJukk4brdl5HUXYRe/eqHDig4vHo8tBut8iVVy5fxMlqtVJUVERWVha7du0CiPNfiLWWNjaWZAV4S0EURPKyVic8XJdXx/vz3p/0319vpGH+uPO7c4zXBYNBfD7fAiJhfNapEon16tgwkOpne6bvC2uBDdKwCNKpel+rRUWWZbq7u3G73dTW1q6ZEuVKIw1er5e2tjacTqdZXLp1q8bUlILdDpWVp10d15s0eDweWltbyc/PX9JeOxUk+h59ZPdHaCpoosfTQ01ODfX59fym7TcM+Yfo8/SBpusKfPH8L+r+BUqYLCmL8cA4TYXxPgyaBrfeauOVVySyXHP0DNYSaf8yRVd9jojo46otV/GJ/Z8AdPXHz30uzB/+YMHtFti9W+XIkcxGdbKyssjKyjIN2zRNY8o7xV97/op3yMsm6yZyxdw4MSqXy4XFallgrR2LzplOJgITlDpL13wTX6+ahjN5kxIEAYfDgcPhWJJIzG//nE8k1ps0LIVoNLqRmjiFjaeQARipgtWUWFZVlaGhIQYHB6mrq6O2tjalQs1MYbkpg0gkQkdHB3Nzc7S0tMSF9/Py9P/mY61qGubDmGswGGT79u3k5OSgaiqj/lFsko1Ce+GyFvFEpEESJS7cdCEXciEAw75hume7GfYNU+woJqJG6Pf0M+of5W1Nb+O+7vtQVIXa3Fre3Bgv+uR2C5w4IVFeITPoG8NZNItlcitvzP0QRXVuHNb4gsWiIrj22rUr3vWEPXzir59g1D8K6AWK/33Rf1Nlr8Lr9XLn83fy444fE1EjXFB6AZ8/+HmK84vJyckxF+p7Ou7hf078DyIiKirnu85ny5bFCygzifWqaXi1dTEsl0hYLJYzmjR4vd6NzolT2CANGcBqk4apqSk6OzspKioyT779/f1rJrYE6W/ksc6Z6SpQrnWkQVVVBgcHGRoaipurJ+Th5sdupnNa9y94c+Ob+di+jy16Gk6EVCJWla5K7BY7sibjCeuthM2FzfR5+njPtvewo3QHESVCtiV7wXO0WDQ8YQ9PdTyETBhFUSiUnTiy9O+jXcq8MBZAz2wPL068iMvqwqEmJ7B3d9zNiG+Ecpcule0Ouvn+8e/ztb/7Gve03cP3O7+P0+bEKTl5cvpJftD+A67ffD3d3d1omoZslflx648pzyknOysbRVX44+gfeVfoXZTby1fl3ubj9ZSeyDRSIRIzMzMEg0Fefvnl5lOxUgAAIABJREFURSMSmUaq0ZwN0nAaG6RhEaSanlittku/3097ezuSJLFnzx6yYywHJUla01bPdNITk5OTdHZ2Ulpauiznz7UqhAQ93fPMM8/EETIDPzz+QzqnO6l0VaJqKvd23MuOkh2cX5ueFHGiDpv5m5AgCFxYdyFBOUixoxinxYk76Da7JCyiJWk7piMnQlfJt4m8dBGiJQqyxEzt/UxYXqEoWsB7t793yTkOegd5ceJFsqQsDlUeWrJ24JmRZ/j0Q582WxXLhXJ+vf/XC0SaQO8WiVW4tEt2puam+MpTX+FXrb/CG/bq951dTLY1m2PTx/j6JV8H9EW9fawdoU0gEooQ8AYAUGSFvtE+nJJzSQ2JTGCDNGQW84nE7Ows4+Pj1NTUmESiv78fWZbjIhK5ubkZPZxtaDSkjw3SkAFkmjREIhG6urrwer00NzfHVavHjrnSwsR0kAppCAQCtLW1YbFY2Lt3bxzJSQdrEWmIFcDav39/wkLS9ul2CuwFpkqjRbTQN9uXNmmIJZ+CICQloxdtvoheTy9D3iEiSoSmoibOrTp3wevmYywwhuXwD3CWnESZqkfMG4L6B9lS9A+8f8/7F5VPBmh3t3PLE7cQVaKoqPyu83f8xxv+Y1HicOtTt2IVrRTYC9A0jR53Dw8PPMyl9ZcueO1ZlWfx2/bfEpJDSIKEN+LlYOVBjo4cpcRRwuTcJAIC06Fpcm25lDpLzfeKosjm0s2U5ZURjAYpydNfn6vmUmgrZHBwkEAggCAIcVX8Tqczo5v864U0rFeXgNHOuFREItNEIh1b7A3SoGODNGQAmSINsSH9zZs3L1qxv5ZeEMZ4yTZyozhzenqalpaWhCQnHSzXSCoVqKpKf38/IyMjbNmyBb/fn7TzZHP+Zp4eehqH1YGqqciqbHomgF6A+Je/CDzwgIjLBUeu7OOh2R8wMTfB3vK9XLvzWrOeINH9+CN+xgPjuGwuypxluGwuPrn/k4z4RxAEgSpXVUoeFMXZxYgSSA2PkLXlcVRNRZFVLq65eEnCAPC/J/8Xq2g1nTYHvAM8NvgYlzdenvQ9nrCHLCnr9GYqgC/sS/jac6rP4cbDN/KDF39AUA7yrq3vYmvRVl4Yf4GG/AYGvAMEIgEUVcFusXPTuTfFvd9usfOFc7/At49+m35fP3W5dbyp7E1sqtlkhq8NDQmfz0dfX5+pIRG7sWRnL0ztpIrXqk7DfJxpZlVLpTamp6dXRCQ2Ig3pY4M0LIJUf7ArJQ2xbo6phvTXWokyEUmJbUusq6ujqakpI4vcai2UU1NTdHR0UFZWZj7jrq6upIvzR/d+lEHvICO+Ed2/YNMbuaD2AvPf77tP5KtflXA4NIJhhR/fG+G8f45QVuXgkf5HCEaDfOrwpxKSht7ZXv77+f8mLIdRNZU3N76ZyxsvxypZqcurS+u+HFYHt//97fzzg/+MiIiiKXxwywfZnLc5pffPRefIkk6nFSRBIhgNJn29rMo4LA6OjR3DJtnIt+cjIrK7dHfS97y16a28temt5v8f8A4gCiJhJcyR2iOcnDpJQ0EDXzvyNdO4KhY1uTV86++/haqpup338eMLjOMSaUgYrZ+Tk5MEg0GsVmtcRCJVMarXgiLkmTompNc9sRiR8Hq9CYmE8XnPJxLp+E5sqEHq2CANGcBKNnCfz0dbWxt2uz0tN8e1jjTMrzOYmZmhvb2d/Pz8VRWVygSCwSBtbW0A7N27F2uW1SxmXMy2uthRzO0X386QbwibaKMqpyrudb/4hUhenobLBULIR2TKhr/jILW1z1GXW8ezI88iq/ICRUhN0/jRSz/CIlgozilGVmV+3/V7dpbsTJswGLi88XL2l++nc7qTqpwqNLeWcrTm/Jrz+cnLP0EURKJqFA2NPeV7kr7+t+2/RdH0To4x/xjTwWneXflumouaU55vbW4t/37Ov/Od577D1NwUlzVcxv85+H+W9N8wPrdUTuFWq5XCwkLTxh701J/X68Xn8zE6OmpqSMwXo5qP18upX1XVdXO4XMm4sUSivFyPmMUSCbfbTV9f3wIiEYlENiINaWKDNCyCdCIN6dYXhMNhOjs7mZubo7m5OW0Wa7FY1jw9oSiKWQsQjUbZsWMHLpdrzeaQLhRFoa+vj/HxcZqamnDmObmr9S5OTp0kS8riquarzPqJZIuzTbJRn1+f8N9ivx6iIIGgYZhWheQQWZYsJEFaEGlQNIWpuSlTMtoi6voEs+FZ6lgeaQCocFVQ4dL9GLrcXSm/7/LGy1E1lYf6HsJlc/GP+/6RLQXJ2xmfH3uewuxCNufrkYyJuQlYRjbpQMUBfnrFT9d0Q7bZbBQXF8dpSBhiVB6Ph6GhIcLhMNnZ2XFiVK8X0rBe9tSqqmZcByEZkZibm8Pn8+F2u3G73ciyTCAQWDQi4fP5qKhY3Ovk9YIN0pABWCwWAoFASq9VFIX+/n5GR0fTbkWMxVp3T6iqSjgc5vnnn8+4GdZqYGJigs7OTtPWXBRFfn3y15ycOkltbi1hJcwvT/6SC6wXLLt+4n3vU/mP/5AIhzWi0RwK8mag/q/0e2YB+MT+TyQsfLSIFupy65gITlDqKCUkh9A0jVJHabKh0kY6dSGiIHJl05UL/BaSocxZRpu7zSyUjCiRFflALOf7n6lNXBAE7HY7drvd/E7Pl0zu7+8nFAohiqLptRGrIbFaWI9T/3qlJ4wIwGpDEAScTr3jpry8HIfDgaZpFBQUmEQiNiLR29sLwPT09IrTE6FQiAsuuIBwOIwsy7z97W/n5ptvzsRtrSk2SEMGkEp6IlZCubKykrPPPntFP861Sk9omsbExARdXfrJdTXMsDIJo4PDarWyf//+uHRPm7uNCleFvlFY9L9PR6eX3alx2WUqLpfGn/+sF0K+411lTNo+gC/sY3P+ZhoLdUOm+Rt4JBLhQ7s+xDef/SYP9D5ARIlw1ZarKHGc2UTMwPt2vI+XJ19mxDeChsbmvM2cn5NeR8lKsZon/0SSyePj48zOzmKz2ZicnKSnpwdFUXA6neTm5pqqlpnc5Ncr0rAe6Yn1TIvYbLY4IgGnIxJ9fX3cf//9PPPMM/zpT3/iJz/5Cfv372f//v2cc845aQnsZWVl8fDDD+NyuYhGo5x33nlceumlnHXWWat1e6uCDdKwCDJVCOnxeGhra8PlcnHgwIGEOdN0sRakwai3yM7O5sCBAxw7dmxNF7F0NgZZlunp6cHtdtPc3ByXxzZQZC9iNjxLYXYhmqahqAoOm2NF7Z0XXKBxwQXG5yDRwMIFwCANsizT2dnJ9PQ0vqiPnpEenDipdlXz1PBT/PTln/Kh3R9a9lzWCiWOEm6/6HZap1oRBZEdJTt4+fjL6z2tVYfdbqeiosIMU6uqytzcnGnY5fP50DQNl8sVJ4+93N/MenRsvBoKITMJWZYTbvxGROKKK67giiuu4Prrr+dzn/scdrudY8eOcf/999PY2MimTZtSHksQBDOdG41GiUajZ7RMeDJskIYMIBlpiNUC2LZtGzk5ixd5pYPV/LIZOhE+n4+WlpZ1qRo2BJGWuk9N0xgfH6e7u5vq6moOHz6cdNG7suVK7jx+J4OeQRRNYV/FPurCdWvSmz49PU1XVxd1dXU0NDRwdOQolnELDfYGIpEIkixx1/G72K3sJj8v3zy9LpdgrmbbKkCOLYdDlYdW7fpLYa1rDBKNJ4oiLpcrrq5HVVX8fj9er5fh4WH8fr+pIWEQCYfDkdLGvNE9ceaM6/P5KCgooK6ujpaWFq655pplj7d//366urr4xCc+weHDh5d1nfXEBmlYBMuNNMiyTG9vL5OTk2zZsoXi4uJXBaOMlVNOphOxVou10a2x2ALm9/tpbW0lOzvbNMFaDFU5VXzq8KcY849hk2zU5tXy8ksvr6qQlN/vZ2RkJG6O0WjULJA0zJ2yHFmQDTu27zDbBIeHh+OK8pIVaSWCqqk8NvIYo/2jlDnLuKThEpzW1XVCfS0j1e+9KIrmZ2VAURRTQ6K/v59AIIAkSXGFdw6HY8H1X0+FkOsZaUi1eyIThydJknjhhReYnZ3lqquu4pVXXmHHjh0rvu5aYoM0ZAAGadA0jZGREfr6+qiurj7j8/+xcLvddHR0UFxcnNTZMdXTfyawmCqkLMt0dXUxOzvL1q1b0/ox52blkpt1ekFPJPGcCRjpkunpaUpKSsjLy4sjNZWuSgRB4OjIUfLt+WRJWVy387qEDpGGkI3b7aa3tzelXPq9A/fy6MSjFLgKCEaDHB8/zk3n3YRNWl0t/7XEekcaUoUkSeTn55Ofn2/+zRCj8nq9TE1NmWJUsR0bGy2XZ864fr8/o51i+fn5HDlyhD/96U8bpOH1CFEUiUajPPPMM+Tl5a2pbsFKN/G5uTna29sB2L1796KFPUYdxVosZIlIQywpq6uro7m5ecUbR6yGQr+nn77ZPgrsBews3bnsqn6jcLSmpobDhw8zMDAQdy/+iJ97O+9lT+keonKUyeAkl9ZfmlCCOZGQjaqqBAIBU2vA5/PFhcCznFn8bfRvVOVW4XK4dJnn2R66Z7rZWrx1mU/q9Y1MizslEqOKRCImkTAKL42weKyGxGqSpddbeiLVSIOmaSue3+TkJFarlfz8fILBIH/5y1/47Gc/u6Jrrgc2SMMiSOXHaWy6i3kYrBYMaeflfJljCwebmpooKipa8j1GymAtCNF80uD1emltbSUnJyejpMwY54nBJ/jaU19DQ0PVVC7efDGfPPjJtBboubk5WltbsVqtCwpeHxx4kEePPwrA4YrDzIZnaXW3MhmaRBAE7uu+j12lu7is8bKU5mwQhMpKXT1xfgg8FArhxYsSVbDarKiqiqKtna7Haw2Z2DSWgs1mo6ioyPwtnjx5kvLycvOzHRkZMcWoYiMSmXSCNDwg1hrr2eq51P1mKhI5OjrKBz7wARRFQVVV3vnOd3L55cml2s9UbJCGJZCsoCzWb6GpqYlgMLimhAFOazWks5hpmsbo6Ci9vb3mSTjVH+taqlAahMgoyvT7/RkvJgX985UVmduO3ka+Pd/0mXiw90Eurr+YluKWJa+hKIpZw5Koc+PJsSf5SftPqCmsQdM0fn7i51S7qhnwDlCSXYKiKUSUCHe138VFmy/CKqVPiGJD4DU1Nbxh4g08PfU0kiAx4Z0gT8pjpmuGF0deNDebTG84r2Wsl7iT3W7H4XAs0JDw+XzMzs4yODhINBpdUi45nTHXK6W6HnVf6XSorHR+u3bt4vjx4yu6xpmADdKQJjRNY2hoiIGBAWpra+P8FtZ6YUl3EzdaP3NyclIqHFzpeCuBIAiMjIwwNTW1pHnXSiCKIiE5RDAapChbP+GJgogoiHgj3iXfb9iAV1RUJCVgz04+i9PixGHVUz8F9gKmglOElTAhOURUjbIpbxMhJYSsyssiDfPxjvp3UJ1XzWB0kApnBW9rfht5WXmEw2G8Xm/chuNwOMzNZi1Ei16NWC/SMH/MWA2J0tJSc26xcsmxdS+xrZ+pfK7rVQh5JiMcDmekTf61go3VIQ1MTU3R2dlJUVHRgmJBoxhyLT0YUpWSDofDdHR0EAqFVnRaXyvSMDs7y+TkJIWFhUmLMjMFURSxCTaai5vpmu6iwlWBL+LDIlpMmeRXJl6hY7qDAnsB59Wch1Wymn4WgiAs6RnisrqIqlHz/yuqwoW1F/Lc2HP4oj6qc6uZk+fYX76fbGtmVPFsko031b7JrIMwYKgfxm44htbAxMQE3d3dptaAEY1wOp2v+41kPQyrUj0FJ5NLNupexsfHTWM2o4A2JycnYQHtehVCnsnYsMWOxwZpWAKCIODz+Whvb0eSpKTFgutBGpaSko61gW5sbKS0tHRFC99iHQ2ZgEFuwuEwxcXFVFRUrPqp11iU/+3cf+MbT32DVyZfoSi7iM9d8DlKHCX8seuP/Ndz/4UoiCiqwkN9D3Ft9bVMTUzR1NRkdjkshrfUv4XnJ55nwDMAQH5WPtfsuIZrdlzDz0/8nPG5cbYXb+cdLe/I2H2lqtMQK6sbK1pkaA0MDg4SCATMOgqDSKzEZvrViFeb0JIhJORyueI+10AggNfrZWRkBL/fDxCnIbEekYa10ElZybgbZlXx2CANS6Crq4uJiQmam5vjKp3nY62tqiH5yT/WajvWBnq1xlspVFVlYGCA4eFhk9x0dXWtKkExYHRPFGUXceuFt5rWy6BrHfzg+A8oc5SRZckiFArxSNsjnJVzFpeddVnKi2t1TjU37b+JCcsEI74RftP2G67+7dW8afOb+L+H/y9WyYogCAmvp2oqQ74h7JKdUmfmvCkWQyKtgdgWwe7ubtNm2njdWpqnmfD5kB5/HGF8HIqLkc8/H1ZJiOy1YFgVW0BbVVUF6OkIv9+Pz+djcHCQqakpZmdnyc/PNyMSTqfzNdmxkeq4Xq93gzTEYIM0LIGqqio2b9685I9mPUhDojH9fj9tbW3YbLa0rLZTwWqQhunpadrb2ykuLo4jN0Yh5EoQUSJ8/9j3eWLoCcqcZdxw6AYaChriXjM/emIQBgBZlYkqUSQkpqen0TSN/Lx8SspL0lrkBEGg0FZIZUklH/r9h/BFfGhodM12MTE3wbcv/DaA+WwNk6vp0DRvv+ft9Mz0oGgKVzVdxX9d/F9xcyQSQezsBEVB3bwZMlwoaiBZi6DX68Xr9RIOhzl69KhZ2b/SgrwloapYHnwQAgG0khKE2VksDzyAfNVVsApjvhZIQyJIkkReXp6pdXLixAlqamrMjo2+vj5TQyI2IpHJSNN6tnmmEsncIA3x2CANS8DhcKS0Ua53pCEajdLV1YXH46GlpSVOSGY1xlspQqEQ7e3tKIqSMOVjtHeuBF998qvc13kfeVl5DHmH+NgfPsYv3vaLOGOoxcSdLIKFFlcLTw0+RW1xLVEhikt0saUwuW30fBibzeTkJI/2P0pUjaKd8pEOykF+0foLvnfp99A0DU3TUFXV/N/PPPQZ2qfbETR9cf5d5+84XHGYa3ddq188GMR2220IfX26T3deHpEbb0Q7pUC62mHfWJtpt9vNgQMHTHfIdISolgMpFIKZGbRTLadaYSHCyAj4fJDAd2SlWA/SAGvfUaCqqhlBiiWI0WjUjDRNTk7GRZoMIrFcDYl0O8AyhVTH3SAN8dggDRnCekYaBgcHGRgYYNOmTbS0tKzaQpOJ07+qqvT19TE2NraoxfZK6ydUTeX+rvspdZQiiRIOq4OJwATHx45Tn1/Pd5/7LlPBKRqzG3lP43sWvH9mZoa2tjaubbiWquIqjo8fp9pZzccPfJzC7NQ2JU3TUBSF/Px8mpqaeOz4Y2hq/EYuIBAMBsnOzkYUxbhF7OWpl0E7TWzCcphjY8d4z1Z9vrbHHkPo6UE7ZZojjI5iueceotdfv8ynBmgaQnc3wsAA5OSg7tgBKVoWJ3KHjDV1ihWiml9ome53VrNYdGIky2CxgKIgaBqsUgvpetQ0rAeSnfqtViuFhYVx7cRGpMkQGTM0JGJbP1PpOliv4su1lpB+rWCDNCyBTDldrgaCwSDDw8Nmu99aFA1Go9GlX5gERnuiUWex2CK80kiDgIBVtKJoChL6gqRpGnPROT778GeRVRmXzcXDww8TiAT4Wv3XAH0hNDpNdu3ahdPpZBe70hrbiBQYFfeGhsIHDn+A75z4DtFQFEVTyLZk8+76d9Pe3k4oFDI9JvLy8sjNzaWhoIER/4h5XZvFxraSbVgsFp1QTU+j2mxoBrlyOGBy0hx3OZEG8YUXkB5+GJxOCIUQu7qQr7562ZtxrKlTrBCVUWhpeDEY4W+DSNjt9kV/e6rNhnLWWYhPPAGiCIqCcvgwZFDqN268deieWA+ko8wYG2kC/XsfDofx+Xx4PB4GBweJRCLm99r4fOenrM50CWmv17toPdvrDRukIUOwWCyEw+E1GSsYDNLe3k4wGKS0tJTm5uY1GXe56Ym5uTna2toQRZG9e/eSncLJdaUERRAEPr7/49x29Daz86GxsJEcWw7BaJB8ez5hOUyxvZijE0eRFZnRkVEGBgZoaGigrKws/dNvDFkw5hB7jWJHMU994Cm+/MSXGfWPclnjZVy/+3pzgw+FQng8HtxuNz09PVxXfB0vj71MUAmiCRp7y/fy4T0fNsmhsH070l/+girLaKKI6HYTPvdcZFkmEAjgcDiQZdkkZ0uelDUN6amn9JD/qYVdGBxEGB1Fq6tL61kshvl5dNDD30Z9xPj4OMFgMO7UmkiISt22Da20VE9JuFxoSaJWmcB6pSfWGivt2DBaemPFqAzvlJmZGfr7+0076tiOjTM50uD1etOywH6tY4M0ZAgWi4VAILCqYxjKgxMTEzQ1NSGKIuPj46s6ZizSJQ2x821ubk5Jqjp2rJWmQt6z/T3U5Nbw7MizlDpLubL5SlqnWhkLjHFy6iSCIKAoCpXZlTx79FkKCgqWHbExUhGaphFRIkTUCDm2hUWJlTmVfO+S7y34e2xo3+i1V1WVw7sO83Tf08ghmUqxkheff9HcRPMaG3G9971Y7rkHZBn14osJv/GNtJ48id1uN4mP8ZkZ85MkydwAF2wQiqLXR5yeGGSiNkKWEV94AXFsDLW4GHXfvrjohdVqjZNQNk6tyYSoZFnWF/3iYkih7XWleL2QhkynYRJ5p8Rqg0xOTjI9PY0sy0QikYzXviyGdGyxN2oaTmODNCyBMyE9oWkaY2Nj9PT0UFVVZYb2PR7Pmra6pUoaYk2bYuebDjJRCCkIAufXns/5teebfyu0F+KL+FA0BRGRsBwmEomwbfs28nLTz1vOjy481PcQv277NaqqsqVwC/+4/x/jXDXTgSiKlBeWc2XhlebfFEXB6/Xi8Xjo7ukh4HJhu+46cnNyCEWj+E+eZOvWrQsKYWMLLGPnazxjURR1gnHwINITT4DXi3T0KAgCWkkJclXV8rsSNA3pwQcR29vRcnORursRRkZQrrxSTy0kQOypNZEQlSzLvPDCC2smRPV6IQ1rgfnaIEZkqaioyKyP8Pv9cZ+tIUaVyc82nUjDBmk4jQ3SkCGsFmnwer20tbXhdDoXSD+vpawzpFacGAgEaG1txWazxZk2RZUo7e52wkqYmtyaJTUHVktIaiY8Q1NhE5FwBO+cl8LcQoJKEDErvcUottPB2FA6Zzr5+YmfU5lTiVW00jndyc9f+Tkf3//xjM1fkqQFrY8TExN0dHSQnZ2NzWajtbUVh8Nh1kbk5uaai6NxsoolDbGdG8revUiTk2R///uopaVodXVIjz+OlpOD8pa3LPo8kiIQQOzoQKuu1klIXh7i4CDKzAykEX2K3WyGhoY4cODAmglRvV5qGtYDRutjIhM2Q4xqeHgYv98f5+aam5uLw+FYNpFI1XxvoxAyHhukYQmsV6QhEonQ2dlJIBCgpaUlIdNd6+LLxUhKrIFXS0tLfLuWEuXOF+6kc7oTSZCwiBY+su8j1OfXJx1rtUhDnpCHz+ujMLuQTTWbmPBO4JAcuGypF9DNL3Q0Fq1h3zCCIGCTdGJX5iqj1d2a8XswEIlEGL77bvL//GfOdzoRzzsP5aqr0CyWOGloQygrJyfHrCUwTuSxC65BgoTsbLTNm1FOCQCpJSUIx44hX3ZZ6vURsTB+Q5p2Ot0hCPFpkGViOUJURntgOljr7on1UklcDyTTS5AkacFnO9/NNRAIIElSXMeGw+FIad3e6J5YHjZIQ4aQqQ08Vh2xoaGBbdu2Jf0BrHWkIdF4samTmpoazjrrrAXzbZ1qpXO60yQJnpCHu9vu5jNnfWbRsTJJGmRZNnUs/vXcf+WHJ3/IWGAMp9XJhzd/ODVy2N2N1t6OmpODevAgwqm2P1VTCckh8u35qJpqqkrOhmapza3N2D0YMJxKJ558kh0PPIB982awWhH+9je07GzUK65IKA1tbKT9/f34/X5zUTaIhN1u14lEfj6iqiJYrTqJCIdRyssXrY9Y9Pk5nag7diC+9JLelTE3h9rYCKtUkb6UENXw8DDhcNis6k9FiGqt0xPr6Ta51lAUJWUSF+vmakCWZbP1c2pqyhSjiu3YSNSNk073xGro3rxasUEaMoRMkIapqSk6OjooLS1NSfp5Ke+JTGM+afD5fLS2tiZMncQirISRxNP3YrfaCUQWLxrNVKQhltTU1tbS3NyMIAgcaTqCL+JDDIlMjE0seQ3hsceQbr0VVBU0De3ss4l+/vPc2/MH/uWhfyEkh2gqaOLSxks5MXkCURDJseVw7c5rV3wPsQgEAma6apfTSVZ2NrjdIMvgdCK+9BLqFVcseJ8oiiY5qKmpAeI7FsbGxsyOhbzcXKoqK3F0dyNaLGC3wzvfaX6+sXURmqbh8XiQZdnsdjHqI2I3PeXIEbSyMoSxMbSSEtTt2zMSaUgVidoD0xGiWmvSsB41FOsV3Vhp94TFYkmoIWGQ5PHxcUKhEDabLS5tlWqkwdBR2YCODdKwBFL94S6mLLgUAoEA7e3tabUkGmOuJYzTv6E+6fV6aWlpWTJ0V5Nbg4CAN+zFbrEz7BvmSN2RRd+TiUJIo77CbrcvIDUOqwOH1YFX8S5KTjRNQ1UUbLfdhpafj+Bw6AJIzzxDx1P38amXPoOAgMPioHOmE7Fb5M4330lICVHlqsJpc67oHgyoqkpvby9ut5vm5mby8vIQx8cRX3wRJEkvKAyFUC65JOVrJutY8Hg8DL7jHURffBE1HEZsbMShaeTNzpKTk4MkSebn09XVhc/nY/fu3UiSZKZu4HQ0wiAR6rZtiDt2rPhZZGJzS0WIyjB0crlcBINB5ubmsFqta7KZr0ekYb3qNlaj5dJms8V9twGzG8fn8zE8PIzH4yEcDsf5bMw/+BjftddL1CcVbJCGFLBakryxdQDNzc1xTPlMhCDo6oVHjx5NS32y3FXOe7e/ly89/iVG/aO0FLawv3z/ou+71SMSAAAgAElEQVRZSaRBURS6u7txu90JOwnmj5Pos43rilAUmJtDMMjRqXz8y5OvAGCV9LB2tiWbVncrFa4K82+ZwPT0NB0dHVRUVHDgwIHTC5gk6cqIxvxXKO4V27FQVlYG27aZFssej4eRkRF8Ph+gL8p+v5/Kykr27dunz8nrRfB60YqLddGpRbo1YiMRZ8qCvJgQ1fT0NIODg3R0dKQtRLUcrBdpOJNFllaKrKwsSkpKTA2J559/nsbGRoLBIDMzMwwMDBCNRs20VXt7O3v37gVWLuc9ODjItddey9jYGKIo8tGPfpQbbrhhxfe0HtggDesATdMYGRmhr6+P2tpampqazvjKbI/HQ1tbG6qqcujQobSMiFRN5f7u+ym0F9Jc2MxseJbbn72dmy+4mWxr4qjKcknDxMQEnZ2dVFdXJ6yvmA/D5TIWsZoLgiDouf2DBxGOHoXycggEEKxWijdvh9HToeSoGiU3KxeLmJmflaFOKcsyu3fvJttqRWhrg2hUl45WVbRdu9AcDlAUNLs942ZNsRbLVVVVRCIR2traiEQiVFZWEggEOHr0KMUvvEDt73+P1WLBUlCA8IUvoNXXx20G89s+k9VHLLVZrmXo3hCistlsbN++3RQdM06sqQpRpYv1Ig3rZRy1HmRFVVWcTic5OTlxbb3BYBCPx8Pdd9/NLbfcwuDgIO9973s5ePAgBw4cYN++fTid6UUQLRYL3/zmN9m3bx8+n4/9+/dz0UUXsW3bttW4tVXFBmnIMJb64c3OztLW1kZeXl7am28yrOYianRxzM3NsW3bNl5++eW05+wNe+me7tbTFIJAmaWMId8QI/6RBa6TBpIVQo76R5kMTOKwOqgvqDcdH+fm5mhtbcVqtca1ei6FWHKSrCsCIPrpT2P5zncQjx1DKy4mesMNnL99GxeNPsCDvQ+axYC3/f1tK/4sDFJpqFOWlJQgRKP6+G1taKIITifyNdeA1Ypms4HdjjA6inLBBSsae7E5jY6O0t/fT0NDg7nIAggjI0jf/Cah0lJCgoAyNYX8L/9C3xe+QF5+vtn6Ob/tExbWR6iqiizLceJTqRCJ1Ubsb2wxISpDPjlWiMpoEUxHNGw9UgXruXmvx7iJOmJixajuuOMO/H4/V199Nf/2b//Gc889x69+9SvuuusuvvOd76Q1VkVFhVmUnJOTw9atWxkeHt4gDa9VpJqesFgsKIqScIELhUJ0dHQQiUTYsWMHrgxp5Btzy/QCo2kag4ODDA4OUl9fv2gXx1KwSTYEUUBWZaySFVVTUVSFLCn5xp4o0vDKxCvc034PgqBfa0/ZHt7c+Gb6+/oZHx+npaUl7RSP8fwURUkq/wxAbi7yv/97/ByBOy65gyeHn2QyMMnust1szt+c1vjzYVib5+TkcPDgQXOjEZ97DuHECbTNm/X0yMQE0mOPIf/DPyDdey8EgyhXXIF64YUrGj8OwSBEo8xJEq0xWiELNr/xcURJIjs/n2yAvDyEgQFsVVV4FIXJyUm6u7tRFAWXy2UWZBpiPfPbPuF09CFRWmO9cu/JxlxKiMq4/3TEitbDIGu9Ig2xUudnGgxhpx07drBjxw6uu+66FV+zr6+P48ePc/jw4ZVPcB2wQRoyCKODIvYkrigKfX19jI+P09jYqJ8aM7jgGWOuNBwaC8PhsaioyJRVVjUV95ybqJq+H4TD6uDq5qv51clfIQoiqqZypO4IVTlVSd8zn6hpmqa7VjpLsVvsaJrG031Pwwjs2rRrWaqTxjiBQIDJyUkzDL0oFEUvOjz1GQqCwLnV56Y22OQk0l13IUxMoO7fj3rppWYdgiG5behcLNDl8Hj0NInx3XG5YGoKbcsW5M8kaF2dmMDyox8h9vSg1tYiX389nDrppALxr39F/OMf8Xq9TBcU0PjJT5J3Ks+/AKWleldJOAxZWTA7C4WFOEpKcAhCXNun3+83T+M+n8/UWTCIhCHElEg/wohIjIyMYLFYzG6NM7E+Yr7qIZy+f6/Xy9DQ0AIhqliNgddTemK9Ig2pINNqkEbk4rbbbnvVqkxukIYMIrbtMlZKubKyctmbWipjZkqrIRwO097eTjQaNR0eAfpm+/jMXz7DeGCcYCDIf1b9J3+/+e/TuvYlDZewOX8zI74RCrML2VW2Ky3ypGgKUTVKlpRFNBrVq9uDfpovaGZzWfqne2MTEkWRLVu2xJnpGKfBvLw8cnJy9M8tFMLyve/propZWcgf/CDqRRelPqDfj/ULX0CYnkZzOrG+8ALy1BTKBz+I2+2ms6ODyqqq+ELH2PnW1+s20KGQ7tkwPo72pjclHkuWsX7zm/pYxcUIQ0NYv/51orfeCtPTSL/7HYLHg3roEOqRIwtaH4XOTpTf/pYhmw1nRQWb5ubQHnsM5V3vSvwsq6qQr78ey49+pP/B4SB6440LrptMiMkI609MTDA3N0dWVlYckTCIXCgUorW1ldzcXHbu3GlGo1ZSH7GWWEqIanJy0hSistlsyLJMOBxOW4hquViv9MR6RFVSLWzPpO9ENBrl6quv5pprruFtb3tbRq65HtggDSkgXVVIn89HW1sbdrs9rfz6cpAJrYZYQaktW7bERUM0TePGh25kam6KUkcpY8ExvvjoF2kuaqYmtyblMQRBoKW4hZbilmXN0SJaaC5s5unup7GGrTgLnNQX11NTkPocILH8c2lpqRlWVlXV7BYYGhrC5/MhSRL1DzxA4RNPIG3ahKSqWL/7XSIVFWgpthCKbW0IU1NopzQSVJcL4Q9/oK26mtK77+bcYBChqQn5wx/WT+7z593cjHLddUi/+hVEIqjnnJNc1nlqCmFiQpdtBv16Q0MIHR1Yv/tdmJtDs9uxPP88ciCAevnl5ltlWWbsuedw+HyU79qlb9hOJ0J396L3p158MZGDBxE8Ht150uFI6bkk6rE39BNmZ2cZGBggEokA+qJbX19PRUWFubktVR8Rm9Yw/juTiEQyIarh4WGmp6dpbW0lEolgt9tTFqJaLl5vglKpCjtlgjRomsaHP/xhtm7dyqc//ekVX289sUEaMghBEOjp6UGW5ZT0CzKBlapCut1u2tvbkwpKBaIBhn3DlDt150W7xU5Ei9A325cWaVgppqenKZ4upjmvGZ/VR5GjiEsaL0lLByFRoaPQ2orQ1weFhaj79yPGaOBXn9p0o9Eo0ne/SyQ/n/ApsySH34//0UcRKirIzc1duIh7vUgPPwx+v+7oGEs8NY2A3090dpbG3/yGbIsFamthcBDrbbcRveWWhO2T6nnnoZ57rp4KWGzBMzbsaFTvppBlBE3T79PjMW2utexsLPffT+QUaZiamqKrq4v6sjLKCgvRDAvu2VnUhsQFq3EoKEDLgMpjbH2A1+ultbXVjPp4vV5GRkbQNM0M6y9WHxFLEhPVR5yJRMIQIdI0jfr6+rSFqJaL1xtpSNWsKhNqkE888QQ/+9nP2LlzJ3v27AHgK1/5CpdddtmKr73W2CANKWCpSIOqqgwNDTE6Okp5eTlbt25ds0Kt5aYngsEg7e3taJrGnj17cCQ5GTqsui+DP+LHZXOZRYwljpKVTj0lxKZMDu07xBHHkbSvMd+J0two/vxnLD/9qV6joCgohw6hfPKTC5wXrVYr1upq7D09uIqL9VbHuTnCZWWMTU3R09ODoiimt0O+JFHwhS8gDA8jiCL84hdEb7wRrboatacHbzSKTZZxXXkllhdfPF1rUFaGMDQE09MJow2nJr84YQC9aPPqq7H86lf6vagqylvfulC2WdPQRNF8xgB79+4ly2pFdbsRjx4FUUQrKNDfv1qIRhF//3ukZ55By8pCectbkPfsoaenh9nZWbZv324WDled8sMwPAi8Xi99fX0EAgFTOtjo1jBksZO1fSYSolrUNnwNEbuBpyJE5fP5zPbYWMfPtFKA65SeWA/IspyyLXZOzkKL+3Rx3nnnvWb8RDZIwwrhdrvp6OigqKiI+lN96WtZ2Z1uesJQFhwfH6epqcmU1U0GURD58pEv89mHPstUcApf1Md1O65bdpohVWiaRiQS4bnnnmPLli1xLX7pXidOc8H4bGQZyy9/iVZZqdcIaBrSsWOoPT1ojY0LriNff71ekzA8rJ/09+wh7/LLyTuVeor1dpj5/e+xnDwJVit2jwfJaoUf/pC2G2/Ecv/9VNtsWA8eRN26FeGFF/RaBYsFIhE00CMF0SjSXXchPv00FBYif+ADeueEAY9HL8osKEgox6xefjnRpiY9TVFUhNbSAl4vWlERwtAQms2GEAgw9ra30X5K5MYQvQFQ3v52lPPOQ5BlPd2wiik28eGHkf72Nz11E42i3Hknr1x0EQUHDnDgwIGEv6dEHgTRaBSPx2NGI0KhkC6Lfao2IjYitJh+RCLb8LVe8Jc69S8mRGX4ixhEKlUhqvWINKyndHUqkQaPx0N5efkazOjVgw3SsEzMzc2Zp7Pdu3fjcDgYGRkhHA6v6TzSSU9MTk7S2dlJRUVFWoWZhyoP8eurf03vbC/uATfnbkuxW2CZmJ2dpbW1FVVVze6NdLEgFaEoSD/9KdJf/4qWk4P8wQ/qfg1GWkEQ9FN5ks9P27SJyLe/rVs8Z2frtQwxKYlYbwepogKr2637LAAaEB0dZezaa3FedhlqzCYmXn45lp/9DKG3FxRFr2lwuZDuvBPL736HVlQEY2NYP/95IrffDoWFWL72NaQ//AEA9eyziX7pS7o/xPw5NzWhNTWd/kNeHtGbb0Z64AEiU1N05eej7drFwS1bFj5jQYCKCtZiSRdfegmttBRVFJny+RCCQbZlZ2OtTc/sy2q1JvSX8Hg8uN1uMyKUsNCVhbbhRk3E8PAwkiTFdWusdlpjORu4IUQVmxadL0QVCoXIyspKKES1HpGG9YpupBpp8Pv9r9ouh9XCBmlIAbHMXJZlent7mZqaoqmpKU7b3GKxEAgsbsSUaaRilGUIH1ksFvbt24c9wQazFEocJZQ4Sjg5e3LVnDUNBcRgMMjOnTt55ZVX0o7aJEtFSD/+sR5ZKC5G8Hqx3XQTyoEDiAMD+kna60XLyUFLslGJTzyB+NBDCJqGcuAA2s6dyefgdOqEQRTRBAFBlrHJMucLApFnnkG87z7CNhvdl15K1OFg97FjSJEIgiRhvf12tJYWpAcf1KMgVqveXjk0hHjiBML0NNJ990FZGQgC4hNPYPnRj5A/8YmUno9aUEDv2WczMTFBc3PzmeHel59PsLWVCdCjB3l5KEVFrNSuLDasb5wWYwtdh4eHzbC+sYHm5eWZbY/hcJiTJ0/icrnYu3ev2a2RrD4ik22fmdJeSSZE5fP5FghRGSm2VI2cMoH1Ig2pRho2bLEXYoM0pAhDEa+3t5fq6moOHz68YHHIlD12OpAkKWl0Q1EUenp6mJqaypi3xWrYcWuaxtDQEAMDA9TX11N+yobZUIVMdVFJmooAfRM2wuzZ2TA0hLZjB0pdHeKJE2j19SjXXgsJ8pdCWxvS/fej1dSgSRLiU09BTg5qMvXFSAT1lK20KAj6pq+qSP/zP7geeQSysnBoGvnj46jV1YhAtKxMFwbzegl96UsIxcVYfD6seXl6ykvTwGZDeOUVPZ1ifPdcLoQXX0zp+RhS4KWlpRw8ePCMKHqLRCK0b9lC6bPPUuN0Is3MoDU2ou7evSrjGboIsXlqRVHMts/u7m4CgYCpTFlbW0tlZeWSaY35372Vtn2qqroqG3esEJWRjjKEqLq7u/H5fLz44ouoqpqyENVKcKZHGrxe7wZpmIcN0pACwuEwzz77rKnSl0wAyGq1rjlpsFgszM3Nxf1N0zTGx8fp7u5OSnCWi0xZVhuIrY6fn4ownBStVitomp7H1zTIz4/L4yeMLgQCMDcHRUV64aDDAT5fXG5ey89Hffe7WYoCCf39aE7n6XREURFCVxckIA0+n4/hsTG2FRdj8/v1DT4UArsd8dgxnUBkZ+sdDaOjCKqKYLFgtdmwgq6xYLHgft/7EO+4A//4OEQiROvqmC0qoqy4mNxwWH8OgqC3T27atOj8DWM0v9/Pjh070tbNXw0YOiY9PT3Ub91K/n/+J9rgILLFgrZlS8Y9NBaDJElm26MRlXM4HBQWFuLz+Thx4gThcBiHw2GmldKRxY4l2anKYq9lfYEhROVwOCgoKKCoqCgtIaqVYD1JQ6qRho30RDw2SEMKMMxqlpJ+zoRmQrqYP6YhQ7xaGhGZijREo1E6Ozvx+/1s27YtYYWySVBkGfGOOxD/9jcA1MOHUW+4Ac1qRZ2eRjh+HEEUEfbtQ8jJQbr7biz/7//p9QRVVURvvhn5Yx/DetNNMDQEsqyfZs9NsTYjP18nIAb8/viiRE47a3o8HlquvBJxYgJ+8Qud6BQWEv3Xf8X67W/r0sygFz6qKuru3YgPPKC/DhDm5pA//nFyrr4aobGRrJdeQsvLw3v4MBZFoffss6l46CGcXV1IoohaV0f4/e8nO0k4e3Jykq6urjPKGC0cDtPW1oYkSRw4cMA8xWeiXXO5MGTTR0ZGaGlpMdM2RrdCrCy0IdqmqqrZMWO0PaYjix1rG55IBXM9XS7TEaIyXpebm5v2erOe6YlU5pqplsvXEjZIQwowKpWXwnqlJxRFQZZlurq6mJ2djVv0Vmu85SI2zbNp06ZF21MN0iD+6U+IDz0EdXV6Hv/JJ9Fqa1HOOQfbP/0TwsyMfu3KSqL/9E9Y7rxTT0XYbIgjI1i/9S2iX/4yWnW13o0gSTA8jHjyJGoK+u/q3r0IJ04g9vXpMs6Fhah/93fmv08ODTH1xz9Smp/Plje8ASEvD/lf/gXlyishEDAJhnTvvYgvvKBHPCIRNKcT+QtfQN2xA9tXv4oQjaKVlqLV1+v3s3s3yqkwvevUf5Xl5VgOHUIaHERRVQK5uXQPDuIfGopTUszOzqanpweAffv2rZmq4GKINeLasmXLkp07a4W5uTlOnjxJbm4uBw8eTLiJJZOFNjbRgYEB/H4/kiTFtX2mIoudqD5iteqGFsNSRCWZEJXX6zU7VsLhcFpCVGd6pGEjPbEQG6QhBaSrCLmWkCQJn8/HM888Q21tLc3Nzat6mlwJafD7/WZhWSoOn2akobNTD+ufan3TcnPR2tqQWlsRZmfRTi3iwvAwll//Wq/4P5VC0oqLEdrbER9/HKG9Xe8mEARd1vk//oPwvfcuPXGbDeXaa1GHhnQL6qoqsNsJhUJ0vvQSm26/nV0TE4iShPa//0v0G99Aa2jQw+wxiN5yC9avfEVPdxQVEb35ZqiqQnrpJV0AqqQEwmFdbXLrVpM8xD2TBx5A+sMf0DZt0k+D/f3sfeIJ5BtvNDsFBgcHmZ2dxWazkZeXx/j4+IJOgbXG3NwcbW1tOByOxKZX6wAjujA6OrosMbbYjpmaU0qfRreC1+tlbGzMtM2OJRJGejNZfUQgENDFzIqLiUajayaLncxsbzHYbLaEHSuGEFVfXx+yLCcVolrOmJlAqmTFUOPcwGms/y/3VYJUnC7Xup/b6/Vy4sQJIpEI55xzzqpIy85HbOtZqjBy6jMzM2zdujXlxdm0x66pgUcf1fUGNE3vdKitRXr2WbQYUSrNZoNIBEHT0BRFjyjMzqLV1CAYugazs/qLHQ5wu1O/CYvFrB3QNI3BgQFGRkbY2dtL4fg4WnW1HoWYmsJyxx1Ev/GNBZfQWlqI/OQnZo0DgqCnXvr7dSICkJWFhk6AEpKG9nY9339qwdPy8hBPngT0hXBoaAin08muXbuQJAm/14u/q4uxvj7abDaEJAZRqwVN0xgYGGB0dJTm5ua4U+p6IhAImLU0Bw4cyNhpN1m3gsfjYWZmhr6+PqLR6IK2T0mSzILgsbExMx2aifqIVJEJ46hUhKj8fj8ALpcLTdOwnioaXsvUWSqRhteKGFOmsUEaXoWIrQdoamqip6dnTQgDpBdpiC3IrKmpSTunbhRCKpddBi+9BCdOIKDrD/z/7H15eFvlnfXRYju2JVu249ixHS/xIll2YoidxSHQlinbV5opNC0DlK1AkkLYSjOZQCfAR6HA0FDKFihLUuhMoFCe0kw+Wgqk2VcCiRdJ3vdVsfb1Lt8f4r25smX7ytZyQ+55njw8xIr9Wlf3vuf9/c7vHObaayFLSIDyq68CxIFlIfN4QK1eDaajA8pdu8AqFIBaHUiB7O8PGDOxLGRfkzv6Bz8I/E4vvQTlc89BBsB/552gN22adE02mw0GgwGZmZkBUazJFNjAye+VkgLZ6Ojkv5RMFhBCEigUYHNyApoGjSYgkGSYQHsl1HtaXBywh/5aCClzOEDX1aGjowPDw8PBJ2anE5lPPom5jY2BTefii+G5/37YXC5YrVYMDQ1xJ+FQBkizhcPhQHNzMzIyMiYt+8caLMuiq+tslHq0S8/8aQW+PoKMffb398Nut4NhGPh8PqjValRWVkKtVodsawDh6yOEIlo6iqmMqHp6euBwOHDs2LGwjKhmi3DaImLQAYkJEmk4h8CyLPr6+tDV1YWSkhJUVlaCZdmYtkTIRj4dyEkuKSlpyomT6X4WRVGgEhJAPfQQ5D09AdKwYAGQkAD6xz+GbHQUir/8BZDLQd1+O5jLLwcAMN/7XkBPsGABkJoK5Ycfgi0pgbyvL7DppqaC0WqheOklJPJIQuLjj8Pv94P65S+D1kKqJXa7HXq9ntO4MIsWBTZwjwdISIDMbAb1wx8K/yVlMvgffhgJDz8MDA1BRtOgbrwRrFYb8uX0974H+eHDkB85Asjl8M2bhxMrViADmDBGqXjnHchOnQpUMVgWis8/R1JVFTK//31u/HZ8OZlvgESIRLjjdgzDoLOzE6Ojo9wGKAY4nU40NTVxJCZerRpi90w20d7eXvT29qK0tBQ0TXO22AkJCRyRS09PR1JS0oz0EUL9I2KpLyBGVFarFXPnzkVubi78fj+nEZnOiGq2EFJpOJ+yOMKBRBoEQkh7grwuGh82i8UCg8EAjUYTNJoodF2RwnSVBr43hE6nm7oc7XZD/t//DZnJBLa8HMyNN3KncJZlkZycDJPJxD00NdnZSE1NPfveKhSg7rkH1IYNgf/nj2EuCA7TkpnNYPPyQFdVBTZ5sxkylwuKN94I/L9cHvgvy0K5bVsQaRgeHkZbW1vICQT2wgvhv/9+KF97DTKLBfSVV4L+6U+Fvp2B76HVwvfWW4HcifT0gKnTZEhIgP/JJ8G0tKC7rQ1nNBpoa2pCjlHKTSYgLS3wvshkYJOTA6Oi/PdlknKyw+GA1WqdIPDTaDRTngL5XhCTxXzHGvzqQmVlpWhG6NxuN5qbm5Gamoply5ZN2LCJyJAYUXm9XiQnJweNfQqxxSb3KzlcTKaPiMcmyScqCQkJQYmnUxlREZGlWq2ekT5GCEFyOByCBPDnGyTSEGGQAKlI3Xx8l8Tq6uq4f4inIg3Dw8NoaWlBfn7+BG8I+V/+AvlLL0Hm9YJevRrMPfdA8ctfQn78ONjUVMgPH4assRHUs8+CQeABNn/+fOTm5nIbWFdXFxwOB5RKJXcKJiew6UCvWIGEY8cCfgssC5nLBWbZMihffz3wAp73hMzpBFgWnq9HA5VKJWprayc95TD/5//Ad9VVX//jGZYy1WqwlZWCXjpiNqP1zBkU1tTgwry8ybMESkuhaG7mDKtkbve0ng5A8LjdeIEfKal7PB5uA0tPT0dqaiq6urpgs9lE4wUBnG2RkHaSWEhMf38/enp6ptR5hBIZut1u2Gw2jPKC0khViGyk422xgdD+ERRFBVliE8v1WGKqzXsqIyoy9tne3j5jI6rpflebzSaaKpmYIJGGCEOpVMLv98+6L8wwDHp6eriyZU5Ojih6a6FIAzkxKRQK1NbWTlAbyw4fhuKJJwKn3uRkKP7nfwCvF/KTJwOlc5kMbHo6ZF9+CbqzE2xhYdDDbPwG5vP5YLVaudOHz+cLKqer1WrIAci+/BIyhwPMsmVgrroKlMUCxQcfBFoZP/0pmEsvBXXNNUh45ZWg9bJz5qDv2DH0MAzKy8uDrMInRQyuDT+NUsgYJX3TTZCbTJC3tgIsC2blStDf+96MfnYogZ/b7eauwejoKBITE5GZmYmxsTHuQR6vzyzDMOjq6sLIyIioWiTEmpr4qIRzSpbJZEhJSUFKSkqQLTbfhMlut3OkjxCJlJSUaf0jzGYzRyTIz4pFbHi4LZHJRl/Je9DX1weHwxHk/Eneg3A/i9K4ZWhIpEEghH7gImF+dObMGRiNRsydOxcrVqwQhYCMgO8IyU/M1Gq1k26uskOHApsqIRNpaQErZgKWDbRYiP3zNA+pxMREZGdnB50+nE4nLBZL4ME5NoYlP/850lpaAj83LQ3u//f/QN94I+gbbwz6XvRtt0G5c2dgugIAnZEBX1ISaJ8PS+vrJ773DANZd3fAIKqoKCbOhUTLQggkP41ySqjV8D/7bKDtoVAECFqENgCZTIaEhASOIKxcuRJJSUlcKZkfV80XWcZifI2M9mZlZYmqRTI4OIjOzs4JmTWzAb8qVFBQACDQhiBjn62trXC5XEEeHnwTJpZl0dLSArfbjSVLliAhISFm+Rrke8/2+TadEVVHRwdcLleQEZUQV9tIxWJ/0yCRhghjNl4NHo8HRqMRFEVxyZlCEC0dRSgQUmQ2m2E0GpGbmzt9YqZGE9AQ9PQACAQ64TvfAZOWBtmxY4Feu8sFpq4uMF4ZJvjCsoKCAigffxwJLS1gkpICo1wWC+jrrkPTm29i4bvvQrN3L+SpqaAefBDM5ZeDWboUMoMBfpksUAGpq0PhypUTN1i/HwmPPhoQIcpkYEpK4H/mmcDvFyU4nU4YDAaoVKqwT6YAgkZFIwniNFlUVIT58+dzpHp8yiKpCpGTMN+OmWxgkSLFYhVg+nw+LjCO74AZLSiVyiBtAABO7Ep0Kj6fD4mJiXA6ncjJycGiRYsmtcUOpRl8knUAACAASURBVI/gx4bPphoRLfHlVEZUVqsVXq8XR48endKIymq1SpWGEJBIg0AIrTQkJCSE7WNASqkDAwMoKyvDvEnG7SYD2chjQRpIb7u7uxsXXnghkvnjg5OAJTbMhN1bLKCqquD/6U+hfO89yFtawJaXg77uuoichOWnTgX+S75XYiJUZ86g+h//QOLu3fCqVGDHxqD4xS/Q/X//L3wPPYS0bduQbTYjcelSUPffH3Idio8+CrhRfu2pIG9rg/L3vwe1ceOs1zwe/A1Qq9WK5uHl8/lgNBrBsqygFkmoqpDr65HPwcFBtLS0gGVZqNVqTmSZmpoadinZbrejubkZc+fOFU11AQCGhobQ3t6OsrIy4RWiKIBoA+bNmweGYTix8oIFC+D1evHFF19w14FUJPii41Cx4aH8I8Jta8RyYoNoRNLT02Gz2XDBBReENKIaGBhAY2MjEhISBD3fpsNPf/pT7Nq1C/PmzUNDQ0MEfpP4QiINEUa4lYbR0VGYTCbk5ORg+fLlM7qBCGmI5gmGEJv+/n4olUpceOGFgv+tzGAAW1sbKOkzDFilMhDWlJwM5tZbZx2BPB7sokXAP/5xNtSJosCWlCB5714gMxMpX5fI2aEhJBw9ioEFC+DYsAHtHk/As+BrB8X09PSgk72sszMQePX1hsaq1ZC1tUV49YFJGaPRKLoJBFJeLy0tDZvYEvB70vyZfdLWaG9vh9Pp5NwsyZ9JRahft8jMZnPQKGy84ff7YTAYAGBKEW2sQcZOs7KysGzZsqDPFvFO4IuOyWgkIRJkamaysc/J2hqTEYl42EiTWOzJJoc6OjrQ1dWFTz/9FO3t7fj4449xwQUXYNmyZfje977H6UmE4tZbb8WGDRtw8803R+PXiTkk0hBhCA2tcrvdMBgMkMlkgk/skyHa9tVjY2MwGAzIzs7GihUrcOTIkfC+QU4OQNNg8vMD7YL+frBRFHb6/+M/IPv0UyhOnw6ILNPS4H3rLST+6lcB46WkJHi9XrBeLzJLS5G3YgWAs54FVqsVo6OjaGtr405f6enpyC4shNrjCVRMZDLIbLagDIrZguSHOJ1OLFq0SHB7KtrweDxobm5GYmJiVMrrCoUCGo0mKC+FuChaLBaunJ6amhokdiWJlNnZ2aIhV8DZ1s3ChQu5zSjeIG6T/f39k46dEoLAr2rxp2YGBgbgIcQ6hBnYVLHh5L/jY8PjYSM9VSy2XC5HaWkp7r33XrAsi1tvvRU/+tGP8OWXX+Lo0aMYGRkJmzRccskl6OzsjMDKxQGJNAhEOPkTXq930q/TNM25900lHgwHkUqeHA+i1vf7/WFpLPhgWRbUD34A5YEDkPX2Bt7H7GzQ118f8fVySEyE7/PPA9oDux3MypWASgX/xo1Q3Hkn/D09UCQkQFlRARlvHfyTB1+dTh6ahrIyZFdWYu7Jk1AqlWCqq8HcfDMisYUSL4iioqKo54cIBV+AKXiKJEJISkrCvHnzuIoG30Wxr68PZrMZFEUhOzsbc+bMgdvtjkhU82xAURR3v4glJAwIkL6mpiakpqaGbZkdamomlBkYn9DxsyWm0kfY7XYubA+IvC32ZCCVhulAYrGTk5NRX1+P+vr6qK7rXIFEGiKMhIQEzludD5ZlMTIywvkYTCseDAORjuQmQT49PT2cxmImD2PuAaFWg9m6FYrGxkAcdHU15x0QNcjlYHg3ud/vR+ucOaAfeQQ6iwXK9HT4Lr00EIQ15beRnz0FFxUBL78Mb28vzlgsOJOYCGtbGyiK4kY+NRpNsAHVNCAx0XK5XFRlbHKKV6lUorCAJmJXhmHQ29uLwsJC5OXlcaN2/CkBflsjVvbqZrMZJpMJxcXFyM3NFQXpA4DBwUF0dHRAq9UGCSNnislK+nxCZ7fbIZPJuApdeno6N/YJBO4pEhRGMlLYryeoiD4iErbYk2GqSgMf0shlaEikQSBmk3RJFPAJCQmoq6uL+AmEGEpFAlarlcsL4DtPhgP+aQL4uqepUgmKoY40SP4FieLOvfrqQFl0pt9QJkPSggVIWrAA5NzNd1AUakDFP8WXlZWJJiaaYRh0d3dzY7TRilgPF0S8NzY2FmQeFWpKwGq14syZM5ywbTLzo0iApmluZPHCCy8UTSIi0VTIZLKoT2zwPREIaJrmKnRtbW2cTiU1NRUWiwVpaWkhqx5C9BGzHfsUqqMglQYJwZBIQ4TBJw0URaG9vR1ms3l6S+VZIBLtCZ/Ph5aWFrhcLkHOk5Ol0rEsy50UyCkhXiC6kaSkpKg+OEM5KIYyoEpNTYVGo0FiYiJ6enq4B6cYYqKBsxMIWVlZonFPBM5aU+fm5qKurm7Kz9T4cCj+KZiYHxFLbELoZhqMRKzdCwoKRNNSAs5WPeKpqVAoFBNGHvv7+9HW1gaNRgOPx4OjR49yltCE1E039kmeL8BZY6pwY8OF5E4AgftBqjRMhDieVt8gkFbB4OAgl+64YsWKqD5QZiOEHB+Cpdfrp10rMXji39j86kIs+pJTgUx6DA8Po6KiIi5xzKFGDe12O9rb22GxWJCQkACbzYa2trZZb16zBTnFnzlzRlT+BiTHxGq1ztiamn8KJuZH4Yj7JlsXCS+rqamJyFheJMCveohJU0HTNEwmE7xeL5YvX8614PiW0MPDw2htbQXDMEFjn3xL6OlssYXGhgvVNESqPXH99ddjz549GB0dRUFBAR577DHcfvvts/6+8YIszLCj8zpgfCqBI8HY2BhOnDiB+fPno7y8PCY96r6+Pvj9fhSHaeJjs9nQ3NyMtLQ0lJeXCz7xHjt2DDU1NUhMTAzdiojjiYs/rlhUVCSa0zJZV05ODgoLCyGXy4M2L6vVCo/HEzXjo3DWJQaQNlleXh4WLFgQ1c8Uf2qGGFHRNB3Ukyc6FVL1mD9/ftTXFQ7I+5Wfn4+CggLRrMtms6GpqQkFBQXIz8+fdl1EIEnuC35YGiESycnJE77PZLHhACboI7q6uqBSqab1zfjOd76DAwcOiIZ8xQCCPjRSpSEMTJUo6ff70draCqvViqSkJFRVVcVsXQqFAh6PR/DrKYpCS0sLbDbbjFL/SDtETK0Iv9+PlpYWeDweUY0rkvfa5XJNWFcoZfp44yMAQaX0UA/MmYCmabS2tsLhcIjq/SKneJvNhsWLF8dkXZNNzZDNq6urC3a7HRRFgWVZFBcXz1gcHGkQX4EzZ85g0aJFogkKY1mWMycLZ11yuZz7rI8PSyOR2W63mxO8knuDHM6miw1nWZZLr6Qoakp9BEVRohEmiwkSaZglSGJdZ2cnioqKoNPpcIifqxADCG1PsCyLgYEBdHR0cGudyYOPnJL58dzxeoDyTYdKSkpEE+wFBI9RCnmvJzM+IqcuQj74pfTxBlRCYDab0dLSgoKCgglR3/EE0Qjk5eWhvLw8ruvib14ajQbNzc2YN28e0tLSuNMz3xKbnIRjqU/hGzXV1taKpkrkdrvR1NSE9PT0iKwrFLnm+3h0dXXB7/dP8PEYP/bp8/nQ0NCAlJQUrmU5mT5CLPeEGCGRhlmAX95ftmxZzMa7xkOIEJJEBKekpGDp0qUzYtCEtatUKpw6dQppaWnQaDRc+TbWN5rL5YLBYEBycnJMPP2FgmSIRGKMcrygLJQBFcMwQdWIya6F3++HyWSC3+/HBRdcIBqlP7/qEavqghDwrbz5bpOhYppJT55vBhat+0KIUVO8QAj8VJHfswU/MpsIPfk+HgMDA1waLLkWLMuiu7sbFRUVEyaVQukjhoeHMTw8LJGHEJA0DWHA7/eDYRhu0sDpdIYUjh08eBArV66M2brsdjs6OjqwePHiCV+jKAptbW0YGxtDZWXljIU944WORNhnsVhgtVrhdDq5kiEhEtE6dZGH+cjIiKjGAuM1RklK6fxrQWyYybUYGxtDW1ub6KoxY2NjMBqNouvFE5KdlZWF4uJiwadlviW21WoNSlecbPw2HPCNmsrKyuLun0FAURQMBgNYloVOpxMFgadpOsiaPCEhgbsvyPVISkoK+syxLIvPPvsMDz30EG6//Xbcf//9cfwNYg5BN59EGsKAz+dDV1cXenp6sHDhwklNXA4dOoTly5fHrFzocrlgNBqD8iBYluVOPwsWLJixaCscoSM5AZPNi5yAycYVCcc+ssnk5uaKSrjndDq5qlNpaWncH+akfHvmzBkMDg6CZVlkZWUhIyMjbAOqaIBfXdDr9aKZQGBZFl1dXRgaGoJer4/IJAl//NZqtYa0xBbyeYm0UVOkQNpKJPFULHA6nWhsbOREvjKZLCjp0mazwePxYHR0FAcPHkRdXR0OHz4Mo9GIHTt2IP/rYLrzCBJpiDROfZ2eWFpaOuUpmj9dEAv4fD6cOnUKdXV1AM66+SUmJqKiomJGJxvyuZiN0JGcugiJ4PfjSaKh0GoEqe74fD7odDrRbDL8wCSdTieaUjHRr3R1daGsrAxZWVmcARVRpU9nQBUtEOInVFEfK7hcLjQ1NUGj0WDhwoVRI1WklG6z2WCxWCZ1UCTvC9+oSavViuIUD5wd1bVYLKiqqhLNPUk++93d3dDr9VPek+S1O3fuxF//+lcMDQ0hMzMTixYtwrJly3D11VejqKgohquPKyTSEGmQ9sR0OHnyJLRabcx6szRN49ixY1i6dCk6OjowMjIyKzOp8a2ISD3U+f14i8UCm80GlmW5UqFGo5kwHcDf/BYuXCga1Tog3nFFt9uN5uZmJCcnTzlKO9kJmFSGIu2eSAK5XC4XKisrRbXJ9Pb2oq+vb1YtvNmAL3glBDspKQkJCQmwWCxYuHChqE6+LpcLjY2NmDt3LoqLi0VzT1IUhebmZsjlcmi12mkPJSzL4k9/+hOee+45vPTSS1i1ahX8fj8aGhpw9OhR1NbWcoex8wASaYg0KIoS5Lx4+vRpFBUVxezUybIs9u7dC6VSifz8/BlvYPHwXOA/LC0WC9xuN5KTk7mTb39/P1QqFUpLS0VzwiLjtW63GzqdTjTCPf7mV1FREXYJmy8ms1qtsNvtnNvlbA2ozpw5A5PJhAULFiAvL080mwxR+qtUKlFpBGiahsFggN1uh0ajgcPhAEVRE9oasSaqZFqsp6cnbgRrMpA2Ccn/mA4OhwMbN26Ey+XCa6+9FhcTOJFBIg2RBj+RbSo0NzcjJycnJn1HYpVsNpuxatWqGSvixeK5QBTpLS0tsFqtSEhIgFKpDKpGxMs5EQgeo5w/f75oNj+iqUhPT8fChQsjtvlRFBVUjQjXgIr4VLjdbuj1etFMbPA3v2gq/WeCyYyaiMcAv8Ukk8mi4uMRCj6fD83NzUhISIBWqxUNweJ7QlRXVwuqYH311Ve4++67sX79etxxxx2iqRLGGRJpiDSEkoaWlhakp6dzsb7RAJkgGBwchFarhdFonNHERrRaETMFOZESxz25XM6poEk1Ih7OiWSMUqFQoKKiQjSmL3zLbJ1OF/WTH8uycLvdQS0mAEGCV7JxET+IwsJCUREsj8eD5uZmzJkzJywn1GiDb9Sk1+sFGSJRFBXU1nC73WFZYgsFybMoLS2N6nMtXHg8HjQ2NnJkebrNn2EYvPrqq9i5cyfeeustVFdXx2il5wQk0hBpCCUNHR0dSEpK4gx6Ig2z2cz10ktKSiCXy8Me8+SsVr/4AvK2NjA6HbBoUVTWKwQ+nw8mkwkURUGr1U55WuA7JxIVtEwmCzLjidSJll/yLy8v5wxmxACbzQaDwcD1leN1Whrfj3c6nVz88MKFC5GdnS2KjZlvBFZRUSGqa8k3aprNtSS6ISKyJJbYJOlzfJ7DdCBTLk6nE1VVVaKyVB4ZGUFra6vgaZLR0VHcddddWLBgAbZu3SoaTY2IIJGGSINhGPj9/mlf19PTA5ZlUVhYGNGfT067NE1P6KUfPHgQ9fX1gk5zpBWhfPJJJD73HKBUAhQF/yOPgLrnnoiuWcha+vv70d3djdLSUmRnZ8/oRDpZGZ2cftPS0sJ+EDscDhgMBtGMURKQICeLxYLKysppE0ljCUJo8/LyMGfOnKAsByEGVNECKa0rlUpUVFSIRh8TC6MmfnQ7P8+BX40I1fJzOBxobGwUXc4GCebyeDzQ6/WCqn579+7Fv//7v+ORRx7BtddeK5rfRWSQSEOkIZQ0DAwMwO12Y+HChRH7ud3d3dxpN1R58MiRI6itrZ3yRBfUiujqQkpdHWS8zAo2KQlugwGIUfmRbMpqtXraMdZwQaoRZNzTZrNxwTeESExWjRDrGCVwdlwxFkFO4YDvNllZWTnhREoMqEhbg29ARf5Eq+UzNDSE9vZ2lJWVTRtSFEvE06gpVFgaESCnpaXBbrdjaGgIVVVVoiKlhMjk5eUJMgPz+/146qmncPDgQbz99tsRP8h9wyAFVkUaQh/Qs4mqHo+xsTGuBL1ixYpJHyxKpXLSyFd+Fj0ROioGBoDERIAfdJWYCNnQENgokwaaprnebbQ2ZX6OAxlVIw9Ki8WCvr4+eL3eCSOGVquVM4+qq6sTjUCKP64opjhmIFD2bWlp4VTroe4TfpYDeXCPzw+gKGrGZfRQIP4GAERlMw7E36gpVJ6D2+2G2WxGU1MTGIZBUlISurq6gq5HPAXSfX196OvrE0xkenp6cOedd+Lb3/42Pv30U1G0yL4JkN7FKCASpMHn88FoNMLr9WLx4sXTiqIUCgUoippwwhsvdCQPYUarBcaPj8pkYEtKZrXu6UDEcXl5eTHflEM9KJ1OJywWC7q7u2E2m8GyLHJycpCSkgK/3y+KHi7ZlAsLC6HVakVXXaAoCkuWLAn7vUpKSsK8efO4yhm/jN7d3T0rAyrS7164cCGXTyAG8I2axERkZDIZHA4Hent7odfrkZWVFVQd6uzshNPpDLoepK0Rbfj9fjQ1NSExMRF1dXXTVmRYlsVHH32EX//613j++efxne98J+prPJ8gkYYoYDakgWVZ9PT0oKenB6WlpYJzAsaHVk3ruZCVBe977yHp3/4N8HqB1FR4338fiFIp0uv1wmQygWEY0YQlyWQyqFQqOJ1OOBwOaLVaZGVlcdWInp4e+Hw+7vSr0WhmffoNB0QcStP0jDblaIJsypHMsiCeEGlpaVwsMt+AilyPqQyo+ERmtmFhkQaZQBAbkaFpGkajEX6/P+g941eHCPjXo7e3NyjpMxqTTKTSKnRqw+VyYfPmzRgeHsZnn30Ws/yX8wmSpiFMeL3eaV9DHPmWLFkS1vcm89kZGRlh9/ibm5uRm5uLjIyM8DwXGAYYGwMyMoAobIakrNjT0yPKnvJ0Y5T82XiLxTLh9KvRaCK+MZHckPb2dtFtMH6/P0iMG2siM96AymazcZubXC7H8PAwSkpKRDXiSYR7xKtCTOSPPHNmaro1fpLJbrcHubympaXNSPRKdEXEolrIIaOpqQnr16/HzTffjA0bNoimtXgOQRJCRgM+nw/TvWd+vx8nT57EsmXLBH1Pv9+PlpYWOByOkKmZQmAymaDRaLiyohg8F/jTBwsXLhRNT3G2Y5T805bFYgnqxZNqxEzfe6/XC4PBAIVCIaqcAeCssZXYiAzxXSDZJj6fL+Y+HpNhMqOmeINviFRVVRVRV9PxSZ/hil7dbjcaGxuRmZmJkpKSad8zhmGwfft2vPnmm3jjjTeCgvsiCZqmUVdXh/z8fOzatSvoa9u3b8fGjRs5/dSGDRtwxx13RGUdUYQkhIwXiL5gOpBxw87OTpSUlKCysnLGSZRyuRxDQ0NciTfeCYZkJFCn00UkKTBSIJHH6enpWLp06Yw2k8TERGRnZ3NVE34vvrOzEw6HI+ghqdFopt38+Q6FsYzVFgKir2FZVnQlfzJNwj8p8w2ohoaG0NLSEnT6jVTi6lTgGzUtWrRIkFFTrEA2ZY1Gg9ra2og/KxQKBTQaTVBkPV/02t3dHdRmSktL45I+h4aG0NHRAZ1OJyjyfmxsDPfeey/S09Oxd+/eqE56PP/886isrOQMzcbjuuuuw4svvhi1ny8WSKQhChByE9rtdjQ3N0OtVmPZsmUzPlGSVkReXh5GRkbQ39/PldzJjRvNcbbxGB0dRWtrK/Lz81FXVyeak1U0xyhD9eL5D8nOzk7QNM2lGJJoavLekFTS1NRU1NXViaYiA4i3usCP1h4/TSKTyZCSkoKUlBQuqplvQEWmUPjOienp6RF73/lGTdHYlGcDEv4mdFOOFMaLXvltpv7+fi6mWqlUoqioCImJiVx7dTIcOnQIP//5z7Fp0yZcf/31UX3W9Pb24n//93/x8MMPY+vWrVH7OecCxPN0OkdATjIzBRmds1qtszJzGS90TExMREFBAQoKCgCcLaHzx9km27QiAa/XC6PRCACiEToSkNPo/PnzYzaxEWoygJRs29vbuZItAC74SmzVBaLyF1t1gV/yr6ioECwUzsjI4DIm+Imro6OjaG9vn7UBVSyMmmaK8VMb8SamRISsUqmQlpaGxsZGlJaWIjU1FVarFS0tLVzSJ7keCQkJSE9PB03T+M1vfoN//OMf+POf/4zS0tKor/f+++/HM888A7vdPulrPvjgA+zduxcVFRV47rnnuAPENw2SpiFMCI3HHm/rTCxs29vbUVRUhPz8/Bm3ImaSRBnKXIectEg1Yialer4+gDg6igVEK+LxeEQVxQycNamZM2cO5syZw7kmqtVq7nrE2jWRgJghiS1ngGEYru2l1+sjni46GwOqeBo1TQcygVBSUiIo/TFWIJNig4ODqKqqCtnCIcTOarViw4YNGBwchFwuR1FRER5//HHU1tZGXfeza9cu7N69Gy+//DL27NmDZ599doKmwWw2Q6VSISkpCdu2bcN7772Hzz77LKrrigIkIWQ0IJQ0HDp0CMuXL4dcLuf66MnJybMKO4pkEiX/pEVcE0liHmlrTFctsNvtMBgM0Gg0EU1WnC340wdTGQ7FAyRobHR0dILolWxa5Ho4nU7upEWIRDRPiKS6IJfLRSfCtNvtaGpqQm5uLgoLC2N2PUmbifwJZUA1PDwcV6OmyUBIltVqFTyBECv4fD40NjYiJSUF5eXl01b/WJbF3/72Nzz66KNYt24d5HI5jh49ilOnTqGyshLvvPNO1Na6efNmvP3221AqlVyux7XXXjvpz6RpGpmZmbBarVFbU5QgkYZogKKoID+EyXDs2DFUV1ejp6cHZrMZlZWVM+4hzrS6EC5IYp7FYoHFYglyTOR7FNA0jba2NlitVtEJHT0eDwwGA5cxILayusFgwLx581BUVCSoTTKe2LEsG1SNiISgj2VZToAmtrFYQrLIPRRvS2OGYThDsLGxMZjNZsjlcuTk5CAzMzMsA6powul0orGxkfusiYU0A2f9KsrLywW15DweD7Zs2YK2tjZs3759grbG6/XG7D2frNIwMDDA6Wc+/PBDPP300zh8+HBM1hRBSNMT8QRFUTh+/DgKCwuxYsWKGbci+BbQ0R6jVCqVyMzM5E5LfMfEnp4ebgbb6/UiNzcXNTU1otmUxZxGSUiWzWZDdXV1WEp60r4gD0oyzmaxWCYI+ogSPZxqBBnxVCqVonIoBAItnKamJmRnZ4tGUCiXy6FWq+Hz+Tj3xIyMDE5kyTeg4o98xmrtxBeFrE1MugqGYTjxqlCzMpPJhHXr1mHNmjV4/vnnQ1Yz40XStmzZgrq6OqxevRq/+93v8NFHH3HP0O3bt8dlTbGAVGkIE9PFYxMlvMPhQFVV1YzFbePtn+N9UiBGSACQnZ3NkQm+eEyj0UR9lC0USPtHbG0SADhz5gxMJlPU5vTHt5lsNhs3XkiqEcnJyRN+Lj8mWmzVBZZl0dXVheHh4Rn7lkQLQoyaxhtQ2e32oOh2EpYW6c+Cz+dDU1MTkpKSUFFRIar7wOVyoaGhQXDlg2VZ/PGPf8Qrr7yCV199VbDnjYRZQWpPRAOTkQYSwjQ8PAydToehoSGuZBkOYtWKCGc9PT096O/vD3mC5/fhLRYLd/IlLY1oGuvwg6/EtrkQEabX64VOp4upCJOMF5KWhtvt5hIMNRoNkpKSYDKZkJCQIKqYaCBQVucTQDFUFwjI1EZBQUHYQubJotsjZUBF8knERgABoL+/H93d3YIrHzabDQ888ADkcjlefvnlIBtrCVGFRBqigVCkYWRkBC0tLZg/fz7Xq25paUF6enpY6vNICh0jAZvNBqPRiIyMDJSUlAh6qJGTLyERNpuNO2VNF0kdDvhjlLEUxgkByWUQiwiTmB1ZLBb09/fDarVizpw5yMrK4q5LNE6+4a6xp6cHAwMD0Ol0otoo+EZNer0+IkZNfAMqYoc9EwMqMVtUUxSF5uZmTlgrpG124sQJ3HPPPbjvvvtw6623xv3eOc8gkYZogGEY+P1+AGfta2UyGXQ6XdBm2NHRgaSkJOTl5U37PcXWiqAoCm1tbbDb7dDpdLMWn5FTFjn5er1eqFQqjkSEEwIVzxP8dOA7J+p0OtHoPYCzn1VSupbJZEFW2PyTr0aj4Rz6YgG3242mpiao1WqUlpaKqqzON2oqLi6OauWDb0BltVonGFClpaUFVYXIREleXp6oLKqBs1WZoqIiTiA4FWiaxosvvoi//OUv2L59O3Q6XQxWKWEcJNIQDTAMA6/Xi66uLgwMDKCioiKkbqGnpwcsy6KwsHDS7yW2VgRw1gGwsLBwRgE2QkBCoAiJcDgcnHELIRLjS+ZiHqPk6wPE5m3AsiznAlhRUTGpQJQfPGSxWCb04YWM4M5kbUS0F2uHwukgBqMmIjrm61WIlwdN03A6naiurhZVW24mmRZDQ0NYv349dDodnnnmGVFVS84zSKQhGnC5XDhy5AhycnJQUlIy6cljYGAAbrcbCxcuDPl1sbUi4j2qyH84Wq1WTmCp0WiQnJyMzs5OJCYmory8XLQn+PLyclHpA8ja5syZg/Ly8rA9Hvh9eDKCm5KSwhG72UwFkLUlJyejvRyjKAAAIABJREFUvLxcVNUFMRs1uVwunD59GgqFAomJiWGHQUUTHo8HjY2NSE9PF6RHYVkWn3/+OTZv3ownn3wSV199ddyfg+c5JNIQDTAMA5vNNm1ZfGRkBGNjY6ioqAj6e7FVFxiG4XrJYhpVJKXarq4ujI2NISEhgWtpxLp8Hgr8U7KY3jcgOPyqoqIiYoZDpBpBiJ3NZoNCoZgwFTDd9xgYGEB3d3dE1xYpDA4OitKoCThbBRy/NiEGVNEWlBIdj9D3zefz4Ve/+hVOnjyJP/zhD1w6pIS4QiIN0QDLsvD5fNO+bmxsDAMDA9Dr9dy/ExNZAAJ9R6PRyPVrxXSiGu82KZfLOTEfKZ/L5fKglkasyppOpxMGgwEqlUp0J1G3243m5makpKSgrKws6hkDfr8/aFKDbwiWnp4OtVrNbVherxfNzc1ITExERUVF3PMP+OBnM4jNDZOiKBiNRtA0jcrKymnXxjegIu0/pVIZRO4ida8QIabH44FerxdU5ejo6MDatWtx1VVXYfPmzaK6f85zSKQhWvB6vdO+xm63o6OjA4sXLxZdK4KEZjmdTuh0OlHF9pIxyrGxsWndJv1+f1D53OfzBYVyqVSqiL7XDMOgu7sbQ0NDolP48ysf8TzB8w3BiEeBQqFAQkIC7HY7ysrKBAnjYgniUCi2JE/grKCwsLAQ8+fPn/Hn2efzBYksCbmbjQEVMd+aP3++ICEmy7J4//33sXXrVrz00ktYtWrVjH6XqUDTNOrq6pCfnz/BtdHr9eLmm2/GiRMnkJWVhXfffRfFxcURX8M5DIk0RAs+n2/apEty4qupqRFNdYEvJiSq5ngTGD6IEVJeXh4WLFgQ9tr4JyyLxQKHwxGx7AYSZZ6VlTWlliUe4FcXxKYPIIZDFEUhLS0NdrsdPp9vxtMzkYSYxxVZluWi3IUKCsP9/jM1oCIEta+vD3q9XpAQ0+l0YuPGjXA4HHjttdeiRmq3bt2K48ePw2azTSANL7/8Mk6dOoVt27Zh586d+PDDD/Huu+9GZR3nKCTSEC1MRxpYloXf78ehQ4dQWFjI9eDjuUG73W4YDAZRign9fj9MJhN8Pl/ExyhDZTeMD+Wa6rqQ0B8hlY9Yg2+drdVqudhnsYD0ucdPlISaniHlc0Ikov35nI1RU7ThdrvR2NjI+aPEilDxs2eIARXfFCwtLQ0Mw6CpqYlrMQkhqKdOncLdd9+NO++8E2vXro3a79Pb24tbbrkFDz/8MLZu3TqBNFxxxRV49NFHUV9fD4qikJubi5GREVFd+zhDyp6IB4h2QSaT4YILLsDY2Bi6urq4Uy/ZrGYaRR0uSEl9cHBQdMIzflBSSUkJcnJyIn4Dh8puIA9Gg8HA+ROEmgiwWCwwGo3Izc1FXV2dqB4uxNtApVJh6dKloqouEBJIURRqa2snEACZTAa1Wg21Wo0FCxYACBBxQu66urqCxHyRbDXxjZoWL14c8RP8bEBGd7u6uuIyghoqe4YYUA0NDaG5uRlutxsZGRlIT0/n7p3JrgvDMHjttdfwP//zP9ixYweqq6ujuv77778fzzzzDOx2e8iv9/X1cZ83QlLNZvOMrf7PV0ikYQaQyWQTKg2hhI4qlQoqlYr7oBKnxOHhYbS2tgIA91Ak9r6RhMVigclkwty5c7Fs2TLRldRJ5SOWQUkKhQIZGRncqZw/EdDf389FQ5OQML1eLzrtAqkuiM3bADirDwjXSyMxMRHZ2dmcBTLDMHA4HLBarejs7ITT6eS8PMg9E+5nhm/UJJYALAK/34/m5mYoFArU1dWJQiQqk8mQkpKCOXPmwOVyITExETU1NRzBGx+YlpqaCoVCgblz58JsNuOuu+5Cfn4+9u7dG3UTtl27dmHevHmora3Fnj17Qr4mVHVYTAeBcwVSe2IG8Pv9HDkAZu65wHdK5Av5CIlITU2d0Yfa7/dzN7TYhI78LAuxVT6As5teRkYGFAoFN8LGF1jO9LrMFiQMTYzOiRRFBanoo6EP4I8WkrA0IddFDEZNU+HMmTMwGo2iFGKSVklmZiZKSkpCBp+R62IwGLBp0ya4XC643W6sXr0ad911F6qqqqJO0DZv3oy3334bSqUSHo8HNpsN1157Ld555x3uNVJ7YlpImoZogZCGSNs/k9MVIRFOpzOs8Cd+uV9sronAxDFKMW16pKTu9/snWIKHui6xbDXxiZYYqwtEwLpgwYKouYiGAglLIySCXBe+mI+madEaNTEMw0WmV1VVRdxxc7YgzxKhnzmKovDUU0/hwIEDeOCBB9Dd3Y3Dhw+jubkZP/rRj/DQQw/FYNXAnj178Oyzz07QNLz00ks4ffo0J4T885//jPfeey8mazpHIJGGaMHv9wdVG6I1FREq/InvTaDRaLh+scvlgsFg4Nz/xDRnTtM02tvbYbFYRCcmBM6a5oSjqxh/XQBMiKOOBEjqI3HZE9OmR9M0N7pbWVkpihwQIny1Wq0YGRmBx+NBZmYm5s2bx5XQxUCknU4nGhsbBUdFxxI0TcNoNIKiKEG+EEDANn/t2rW45JJLsGXLlgn/xufzxUx8zScNW7ZsQV1dHVavXg2Px4ObbroJJ0+eRGZmJnbu3DmpY+95Cok0RAsbNmxAYWEh6uvrsXjx4phu0MSbgGxYFEVBJpPB5/OhrKxMdNWF2Y5RRhNer5fTMGi12lk91GianhAANZnJkRCwLMsJWMXmCQGAE5Lm5+eLLiyJb9RUXl4elCbJrxKRakQs9QP8VonQccVYgoRgFRQUCKoasSyLv/71r3jyySfx29/+FpdeemmMViohCpBIQ7TQ0NCAvXv34tChQzh16hSysrJQX1+PlStXYunSpTE7zZAHNznZkmS85OTkoJZGPARf0RyjnC34IU5lZWWc+C7SP4PMwRMHS/5Y4VRCPiLYy8jIEOThH0uQkrrVaoVerxfV9AEgzKiJVIkIkWBZltMSCY2kngmIZwWpBoqpakRaYIODg6iqqhKkg3K73XjooYcwMDCAN954Iyr3kYSYQiINsQDx+d+3bx/279+Po0ePAgCWLl2KlStXor6+PuKjhCQe2uPxQKfTBT24yZgUv3SuVCq5B+JMVOfhIBZjlLMBMUIiQUmxPGXyxwr5AktCIpKTkznHSTEK9mw2G5qbm5Gbm4vCwkJRXdfZGDXRNA273c5dFzIRwB/Dne3nZHR0FC0tLVEjqbOBz+dDY2MjZw4mhKQ2NTVh/fr1uOmmm3DPPfeIithKmDEk0hAPsCwLu92Ow4cPY9++fThw4ADMZjMWLVqEFStWoL6+HlqtdkY3GT+COZwNmb9ZWSwWMAwDtVqNjIwMQQZHQsEfo6yoqBCVroIvJhSLERIR8lksFpjNZoyNjSEpKQl5eXkx9fIQsk7ibaDX60U1jQNE3qiJryUiwVx8UzBS2RPyc/hkpqqqSlSmasDZyoxQMsMwDHbs2IE33ngDr7/+OpYsWRKDVUqIESTSIBb4/X6cPHkS+/btw8GDB2E0GlFcXIz6+nrU19fjwgsvnPZkRISOycnJKCsrm9WGzD9ZjY2NBfXfiZFOuP13MY9RillMyDAMurq6MDw8DJ1Oh8TExKDSObH2JZtVrBX2JF8gOzsbRUVFojpR8slMNKyW+eCbglmtVrjd7gluieM/V0QfkJeXJzrdB2kz2e12VFVVCarMWCwW3HvvvVCr1XjhhRegUqlisFIJMYREGsQKcsOSSsQXX3wBlUrFVSKWL18OjUYDmUwGj8eDw4cPIzk5GVqtNirjdvyQIZLZkJCQEDRSOFl5loxREstbMW/IYhMTOhwONDc3czPwoTZk4uVBKkVer3eCU2I0NnKWZdHZ2YmRkRFUVlaKTrDHN2oqLi6OOZnhuyWSNqBMJkNaWhrS09PhcDhw5swZVFdXi64y43K50NjYyBFBIWTmyJEjeOCBB7Bx40bccMMNoiJAEiIGiTScK2BZFqOjozhw4AD27duHQ4cOwePxoLCwEKdPn8Z1110X8whZr9fLkQgiFhsv4hPzGKXNZoPBYMDcuXPjsqlMBUJmZrIhT0bw+NWI2baFyIY8FZmJF8Rs1ERRFEZHRzm3V4VCgZSUFO7aqNXquJNqIgCurKwURKJpmsbWrVvx97//HTt27EBZWVkMVikhTpBIw7kKs9mMn//85zCZTFi1ahUaGhrQ29sLnU7HTWno9fqYivjISKHFYsHIyAgcDgdSU1ORl5eHjIyMiMdQz2adhMxUVlaKroRK0jIjSWZ8Pl8QwaNpOqj/LnQagLSZBgYGRFmZ8Xg8ojVqAgJmSO3t7dBqtcjMzOQsyvkTNPwkSaInigUoioLBYAAA6HQ6Qc+OwcFB3HnnnViyZAmeeOIJ0ekxJEQcEmk4F8GyLK6++mrcdttt+OEPf8g97GmaRkNDA9fSaGxsRG5uLqeLqKuri/r4m8/nQ0tLCzdGSVHUhBjqWAdy8TE2Ngaj0ShKTwiGYdDZ2YnR0dGol/sZhgnqv/PHcMk0wPhrQwKw0tLSRKf7AAIbWEdHB7chiwkURcFoNIKm6WnNkEK1m1JTUzkiEY0RaSIULSoqwvz586d9Pcuy+Pvf/45HHnkEzzzzDK644gpR3UsSogaJNJyrIBkW072mu7sb+/fvx/79+3H8+HEoFAosX76c00ZkZ2dH5GbnT20sXLgQ8+bNC/l9Q7kkRjOQi4CiKC5rQyzOhHyQ6kK8xIST9d/JtXG73ZyJlNgsqkmQEzHgEtNEDnDWK6WwsBDz588P+37j+3mQSQ2FQhFkhT3TagTLslwbTKhQ1Ov14pFHHoHJZML27duRm5s7o58t4ZyERBrOJ7AsC4vFgkOHDmH//v04cOAArFYrampqUF9fjxUrVqCsrCzsDYuMUSYlJYVtTz0+kMvv90OlUs06kIsPMv9OTlFiOhHx1f1ia5VQFIWRkRG0tbWBYRgkJCQEhT+Jod0kxKgpXiDXdmxsDFVVVRElqsT1lfwh1Yhw3EW9Xi8aGxu5cDMh931LSwvWrVuHa6+9Fg8++GDEq00ejweXXHIJvF4vKIrCmjVr8NhjjwW9Zvv27di4cSPy8/MBBNx377jjjoiuQ8KkkEjD+Q6fz4cTJ05wLY22tjaUlpZixYoVWLlyJWpqaibtU5JKxsDAQMTGKGcbyDX+dzOZTKBpGjqdLmpVjJmCGCHl5OSgsLBQdGLCgYEBdHd3c9eWZVnu2lit1rAmaCKN2Rg1xQJk+iBWkxt88avVaoXdbodCoQiywua/RyMjI2htbUVFRQWysrIEff///u//xksvvYRXX30Vy5cvj+rvoVKp4Pf7sWrVKjz//PNYsWIF95rt27fj+PHjePHFF6OyBglTQhBpiH9ou4SoITExkdM8AIFN22QyYd++fXjzzTfx1VdfQaPRYPny5Vi5ciWWLVuGtLQ0HDlyBF9++SW++93vYunSpRE7ccjlcqSlpSEtLQ2FhYVBJjqDg4MwmUyTBnIRsCyL4eFhtLe3i/YE2t7ezp1AxVRdAAIn0ObmZiQmJqKuro4jAjKZDGq1Gmq1GgsWLOBea7FYMDo6ira2thkbHIUDvlGTVquNe7WDDz7ZEjp9EAnIZDKoVCqoVCoUFBQACFQjCIno6emB3+9HamoqvF4vWJbFkiVLBJEtu92OBx54AADwz3/+M6q/E/k9yPr9fr+orq8EYZAqDecxiOUzqUQcOnQIQ0NDSEpKwq233oo1a9bENOoYCB3IRdwrk5OT0dnZKUrHSSCw4RkMBuTk5IguuRA4KyYsLy/H3Llzw/73xOCIXB+32x00UjgbEV8sjZpmAqKtUCgU0Gq1MZ1cEgKHw4HTp08jNTUVcrkcDocjKOskPT19AgH/4osvcM899+Dee+/FrbfeGpPPK03TqK2tRWtrK+6++248/fTTQV/fvn07Nm/ejOzsbFRUVOC5557jSKyEqENqT0gQjk8//RQbN27ET37yE1RVVeHQoUM4cOAAhoaGoNfruVFPnU4XU2U9mQTo7u7G6OgoEhISOAOdjIyMsNMjo7VGUl0Qo82yz+cLSvOMFNkaP1LIF/FNVikKBeILMXfuXNG5TgKBpFaj0SjKyhbLsujr60NfX9+E1MzxWScWiwWvvvoqli1bBqvVigMHDmDHjh3Q6XQxX7fFYsE111yDF154AdXV1dzfm81mqFQqJCUlYdu2bXjvvffw2WefxXx95ykk0iBBGCiKwgMPPIBNmzZx5U/+106dOsUFchkMBhQUFHATGrW1tVGdViD22SkpKdxs/mSBXJEyNwoHpLogxhAnABgeHua0LPPmzYv6z+NXiqxW65TiVzEbNQEBMtja2gqHwwG9Xh9zC+/pQKofSqUSWq12WjLv9/vxySef4JVXXsHg4CCUSiWys7NRX1+P7373u/jWt74Vo5UH8NhjjyE1NRW/+MUvQn6dpmlkZmbCarXGdF3nMSTSICHyIH4DJEfj+PHjmDNnDpYvX85NaWRmZkYkNIgIMacbBSTmRmSzomk66LQbqUAuPoiJlNVqRWVlpeiqC36/H0ajEQzDcJkW8QBf/EoElklJSVCpVBgbG0NaWhoqKipE5wtBMjeIkFVsZJCMepLguunAsiz27NmDzZs341e/+hW+//3vQyaTYXBwEIcPH4bD4cBPfvKTqK55ZGSEE9e63W5cfvnl2LRpE66++mruNQMDA5yXxIcffoinn34ahw8fjuq6JHCQSIOE6INlWZw5cwYHDx7kLLCdTicuuOACbkojXIU5yWSYaZ4FCeQaGxuDxWKZdSDXeJAHthhNpICzY6glJSWinLPv6elBZ2cn0tLSOOHeeJfEeL2n/OrH+HK/GMCybJDQVkiVz+fz4YknnsAXX3yBHTt2TKgmxgqnTp3CLbfcApqmwTAMfvzjH2PLli3YsmUL6urqsHr1amzevBkfffQRlEolMjMz8corr8SlfXKeQiINEuIDj8eDY8eOcX4RXV1dqKio4KY0Fi1aFLKFQMRwZrM5oq6Jswnk4oOmaS4ZsLKyUnRiPYqiYDKZ4PP5UFlZKbpRxcmMmvgJknySx89siIXOwev1oqmpCcnJySgvLxdd9cPj8aChoYEj00Lek87OTqxduxZXXHEFNm/eLDoBpwRRQSINEsQBmqbR3NzMtTROnTqFrKwsbhx06dKlOHHiBP70pz/hF7/4RUzEcNMFco3vX5PqQn5+vuhijoGAWM9kMs3YmTDaCMeoiQgsyfWx2+3TTgLMFsTbYKaTJdHG0NAQZ6OdkZEx7etZlsUHH3yA3/zmN3jxxRdx8cUXx2CVEs5xSKRBgjjBsiz6+/uxb98+fP755/joo48wZ84cXHrppbj00ktRX1+PnJycmG58/EAufgR1WloabDYbvF5vxJ3/IgGaptHa2gqn0ylKsV6kjJrIJAC5RmQUl5CImbqL0jQNk8kEr9cLvV4vulAmmqZhNBrh9/uh1+sFiXydTic2bdoEq9WK3//+96LL6pAgWkikQWygaRp1dXXIz8/Hrl27gr52Ptqn7tmzBw8++CBuv/123HDDDTh69CjnGWE2m1FdXc1VI7RabUxH8QixaWtrQ1JSEhiGiXsg13iQ6kdBQQHy8/NFV13gGzVFen0Mw8But3Mkgu8uSvQR010fm82GpqYm0b5/drsdTU1NyM/PF7y+06dP46677sIdd9yBdevWiW58VYKoIZEGsWHr1q04fvw4bDZbSNJwvtmnvvPOO/jWt74V0rzF7/fj5MmTnC7CZDKhqKiIIxEXXnhh1Hr25HQ8PgCLH8hltVqDQp+iGcg1HgzDoK2tDVarFXq9XnTaingZNYUKTCMOlvyWEwlyGh4eRlVVlegmX0hE+eDgIPR6vSBXUYZh8Prrr+OPf/wj3nzzTSxatCgGK5XwDYNEGsSE3t5e3HLLLXj44YexdetWiTSECbJRkkrEyZMnkZqayvlFLF++HBqNZtanRaINEHL6jEUg13iQTAux+kKIyaiJoqgggaXX60VycjKcTifS09Oh0+lEJwz0+XxoamrCnDlzBIsxzWYzNmzYgNzcXDz33HOiI5ESzhlIpEFMWLNmDTZv3gy73Y5nn302JGmQ7FOFg2VZjI6O4sCBA9yop8fjQV1dHZYvX46LLroorHHISMRrTxXIRdwrZ9rS4J/exeg6SU7HAwMDojRqAgIeAO3t7cjOzobf7+cElqSlodFo4mpNTpwny8rKkJ2dLejf7N+/Hxs3bsQvf/lLrFmzRnQkUsI5BYk0iAW7du3C7t278fLLL2PPnj0hSYNknzp7OJ3OoFHP3t5e6HQ6rqVRVVUV8mRJqgsLFiyIaNYGP5CLlMzlcnnQJiVEeGe329Hc3Izs7Oy4n95DwePxoKmpCampqZxrp5hAURQMBgNYloVOpwsiBqGMwfihXCkpKVHfiEkVzW63o6qqSlCbi6IoPP3009i/fz927NiB4uLiqK5RwnkBiTSIBZs3b8bbb78NpVIJj8cDm82Ga6+9Fu+8807I10v2qZEBTdNoaGjgWhqNjY3Izc3lSERZWRk2b96MK6+8Etdcc01MJg/46YRkCoDfd+cnRzIMg66uLoyMjAjubccaJARLq9WKUqVPxKJFRUWc0+BUIAJLQvRcLheSk5ODQrkiSYpIzPbcuXNRXFwsiKD09vZi7dq1WLVqFR555BHRBbdJOGchkQYxYrJKg2SfGn0Qa+r9+/dj586d2L9/PxYvXozFixdj5cqVqK+vR3Z2dkxLvGSTGhsbg9VqhcvlQkpKClJSUjA6Oors7GwsXLhQdNWFyYyaxALSzgnHOTEUQlWLIiWAHRgYQFdXl+CYbZZlsWvXLjzxxBN47rnn8C//8i8z+rlTwePx4JJLLoHX6wVFUVizZg0ee+yxoNd4vV7cfPPNOHHiBLKysvDuu+9KlY5vBgQ9+MSlAjrPwLdP/d3vfhdkn7p9+/ZZf//i4mKuj65UKnH8+PGgr7Msi/vuuw+7d+9GSkoKtm/fjiVLlsz654oVMpkMWVlZ2Lt3LwBwUcKHDh3C/v37sW3bNlitVtTU1HA5GmVlZVHdsOVyOTciCJwtVQ8ODkKtVmN0dBQWiyVugVyhEI5RUzzAP73X1tbOigTKZDIkJycjOTmZI/V8AWxfXx/n6cG3KZ9OQGswGAAAdXV1gsSYbrcbDz/8MPr6+vDpp58K1jyEi6SkJHz22WdQqVTw+/1YtWoVrrrqKqxYsYJ7zRtvvIGMjAy0trZi586d2LRpE959992orEeC+CBVGr7BKC4uxvHjxyd1uNu9ezdeeOEF7N69G0eOHMF9992HI0eOxHiVsYXL5cKuXbvwox/9KOSD3efz4cSJE1xLgyREkhyNmpqaqBkAuVwuNDU1IT09HaWlpRxZIX130tZgGGbCKGEsqiORMmqKFoi3Rk9Pj+DTe6R+7vhQLmJTTgghIXrEu0JouwQAmpubsX79etx444249957Y1Z1crlcWLVqFV555RUsX76c+/srrrgCjz76KOrr60FRFHJzczEyMiKJMM99SO2J8x3TkYZ169bh29/+Nq6//noAgFarxZ49ewQ/zM4HMAwDk8nERYN/9dVX0Gg0XI7GsmXLkJaWNqsHJglJ6uvrmzbRE5g8qyFSgVyhEE2jpkjA5/OhubkZCQkJqKioiPsopdfrDYoIZxgGQKDKoNPpBCXBMgyDP/zhD3j99dfx+uuvx6wKSNM0amtr0drairvvvhtPP/100Nerq6vx8ccfc8FXpaWlOHLkiCjttyWEBak9cb5DJpPh8ssvh0wmw7p167B27dqgr/f19QWNdRYUFKCvr08iDTzI5XLodDrodDrceeedYFkWQ0ND2L9/Pz7//HM89dRToCgKtbW1qK+vx8qVK8OawOBPHixdulSQyE6hUCAjI4PLIOAHcnV3d884kCsU+KOeixcvFqUHAGmXlJaWYt68efFeDoBAmX/evHmYN28evF4vGhoakJiYCJVKhZ6eHphMJqSkpAQJLPlEz2Kx4N5774VKpcLevXtjKoJVKBT48ssvYbFYcM0116ChoQHV1dXc10MdNMVGIiVEDxJp+AbjwIEDyMvLw/DwMC677DLodDpccskl3Nelmz98yGQy5ObmYs2aNVizZg2AQJT3kSNHsG/fPrzzzjsYGhqCXq/nSIROp5tABliWxcDAALq7u1FRUTGryQOZTAaVSgWVSsWd/kgg1+joKNra2gCEdkecCnyjptraWtGJMRmGQWtrKxwOBy688ELR5W4AZ2PKKyoqkJWVxf09y7Jwu92wWCzo7++H0WjEm2++CZlMhpKSErz//vt46KGHcMMNN8TtntRoNPj2t7+Njz/+OIg0FBQUoKenBwUFBZy+Q4yTMxKiA6k9cZ7g0UcfhUqlwi9+8Qvu76T2RHRAURROnTrFtTRIOiYZ9czJycEDDzyAjRs34qKLLopJKX2yQK5Q4r1zwajJ4XCgqakJubm5YZl4xQoMw3BW5FVVVYJ0MMPDw/j1r3+NI0eOICUlBS6XC4sWLcJFF12E6667TlC65WwxMjLCVancbjcuv/xybNq0CVdffTX3mpdeegmnT5/Gtm3bsHPnTvz5z3/Ge++9F/W1SYg6pPbE+Qyn0wmGYaBWq+F0OvH3v/8dW7ZsCXrN6tWr8eKLL+Lf/u3fcOTIEaSnp0uEIQJQKpVYsmQJlixZgvvuuw8Mw6CzsxN79+7F008/jS+++AIXXHABPvnkE9jtdqxYsQJZWVlR3fgUCgUyMzO5EyFfvNfZ2QmHw4GkpCSoVCqMjY0hLS0NdXV1ojNq4hMavV4PtVod7yVNgNPp5DxBKioqBF3XwcFBrF27FhdccAGOHj2KxMREUBSFhoYGHDx4EBRFxWDlgTHQW265BTRNg2EY/PjHP8bVV18dNOl1++2346abbkJZWRkyMzOxc+fOmKxNgjggVRq+oWhvb8c111wDIHDyveGGG/Dwww9j27ZtAID7SIFVAAAQQ0lEQVT169eDZVls2LABH3/8MVJSUvDWW2+hrq5uVj93ujHPPXv24F//9V9RUlICALj22msnkJlvIsxmM372s58hOTkZv/3tb8EwDA4ePMhZYJMSO5nSKC4ujnk7oLu7G52dnUhLS4PX641bINdk8Hq9aGpqQkpKiiidJ/nTG1VVVYIIDcuy+OSTT7BlyxY8/fTTuPLKK0VXNZFw3kCanpAQe0w3sTGZudU3HaOjozh06BC+//3vh/y6x+MJssDu6upCeXk5RyIWLVoUNX+GyYyaQgVyqdVqpKenIyMjIyYWywQjIyNobW2doA0QC8h7qFQqodVqBREar9eLRx99FAaDATt27EBubm4MVipBwqSQ2hMSJIgFc+fOnZQwAMCcOXNw8cUX4+KLLwYQ6Ik3Nzdj3759ePXVV3Hq1ClkZWVxuoilS5dOayIkBFMZNSmVSmRlZXGbND+Qq62tjQvkysjICDkBEAnQNA2j0Qi/34/a2tqoeWTMBsSquqSkRLDZVWtrK9atW4cf/OAH2Lp1q+iqJhIkTAap0iAhoigpKUFGRsakY5579uzBD3/4QxQUFCAvLw/PPvssqqqq4rTacwek9E3ElceOHQPLsli6dClngZ2TkyOYRETCqIlvsTw2Nga73c4FcpFRz9ls8jabDU1NTaL1hmBZlhtHFWpVzbIsdu7ciRdeeAGvvvpqkGmSBAlxhtSekBB79Pf3B415vvDCC0FjniTpUaVSYffu3bjvvvvQ0tISxxWfm2BZFna7HYcPH+bcK81mM6qrq7lqhFarDXnyj6ZREwnkIqZGUwVyTfW7dXZ2YnR0VJQx4ECgndTY2AiNRoOSkhJBFRa73Y4HH3wQNE3jlVdemdbES4KEGEMiDRLii1BjnuMxnQZCgnD4/X6cPHmS00WYTCYUFRVxORpVVVV47LHHUF5ejptvvjkmRk0MwwS5V7rdbqSkpHAkQq1WB224brebs9IWY1AXEBiNbG9vh1arFTwGefLkSdxzzz3YsGEDbrvtNtFVTSRIgEQaJMQa48c8L7vsMmzZsgVXXnkl95rBwUGujH706FGsWbMGXV1d0kM0CiDhV/v27cPu3bvx2WefoaqqCsuWLcNFF12E5cuXQ6PRxPS9Z1kWLpeLIxF2ux1KpRIajQYsy2J0dBQ6nS4mngThgqZpmEwm+Hw+6PV6QcJUhmHw8ssv44MPPsD27dtRWVkZg5VKkDAjSEJICbHF0NDQhDHPK6+8MmjM8/3338crr7wCpVKJ5ORk7Ny5MyKblsViwR133IGGhgbIZDK8+eabqK+v575+viV6AgEL7NLSUvztb39DV1cXPvnkExQWFuLAgQPYt28fnn32WXg8HtTW1nJTGoWFhVElETKZDKmpqUhNTUV+fj6AANlsbm6Gz+eDUqmEyWSKSyDXVHA4HGhsbER+fr7gls7IyAh+9rOfobS0FP/85z9F6VgpQUK4kCoNEr4RuOWWW3DxxRfjjjvugM/ng8vlCuoZn4+JnkCAvL344otYv359yE3L6XQGjXr29vZCp9NxuoiqqqqoOlaOjY3BaDSiuLiYGzmMRyDXZCBhYv39/aiqqhKcAbFnzx78x3/8Bx5//HGsXr067qRHggQBkNoTEs4P2Gw21NTUoL29fdKHs2SZLQw0TaOhoQH79u3DwYMH0dDQgNzcXI5E1NbWRkSYyDAM2tvbYbFYpp084AdyWSyWiAZyTQWfz4empibMmTMH5eXlgsYi/X4/nnjiCZw4cQI7duzgskAkSDgHILUnJJwfaG9vR3Z2Nm677TZ89dVXqK2txfPPPx+0uUmJnsKgUChQU1ODmpoabNiwASzLoru7G/v378df/vIX/Od//icUCgWWLVvGEYns7OywTtLjg7Cm+7fRCuSaCmfOnIHRaERZWRmys7MF/Zuuri6sXbsWl112Gf72t79FnMj09PTg5ptvxuDgIORyOdauXYv77rsv6DXnq+OqhNhBIg0SznlQFIUvvvgCL7zwApYvX4777rsPTz31FB5//HHuNVKi58wgk8lQVFSEoqIi3HjjjWBZFlarFYcOHcK+ffuwbds2WK1W1NTUcFMaZWVlIdsHfJtlvV4/qyCspKQk5OTkcGZK/ECu/v5+eL3eIPfK1NRUQdebVECsVqvg5EyWZfHhhx/iv/7rvyaMGEcSSqUSv/nNb7BkyRLY7XbU1tbisssug16vD3rdxRdffN45rkqIHSTSIOGcR0FBAQoKCjijnDVr1uCpp56a8Jqenh7u/3t7e5GXlxfTdX4TIJPJoNFocNVVV+Gqq64CECjjnzhxAvv27cMjjzyCtrY2lJaWcuLKmpoamM1mPPnkk1i/fj2WLl0acQfEqQK5Ojo6uECujIwMpKenIz09fcIa3G43GhoaMHfuXCxZskQQyXC5XNi0aRPGxsbw+eefRzUiev78+VxlTK1Wo7KyEn19fRNIgwQJ0YREGiSc8yDxyEajEVqtFp9++umEB6mU6Bk9JCYmcq0KIHBaN5lM2LdvH958803s378fTqcTV1xxBfr7+1FQUIC0tLSoT2mo1Wqo1WquLUXcK4eHh9HS0sIFcmVkZMDr9aKvrw+VlZVIT08X9DMaGhrws5/9DHfccQfWrVsXU0+Jzs5OnDx5MqSj5KFDh1BTUyM5rkqICiQhpIRvBL788ktucmLhwoV466238O677wKIXqInMP2o5/ncY/Z4PNi8eTNMJhN+/etfw2QyYf/+/Thy5AgoiuJGPS+66CLk5eXFvF1EURTOnDmDtrY2+Hw+JCYmBukiJgvkYhgGr7/+Ot555x289dZbWLRoUUzX7XA48K1vfQsPP/z/27u7kCbfMAzgl+FCozZQEkSwMov8ws9yTndQ9EESElqJRBZIUmQZ0kl0kBlJENmEEqMojKAFQSiYlgrhtyRYA0sZlR9oIzSTbM62fP8H4otLzVfzdf9t1w88cHt0z4527X3e+74vITU11e45dlylf8DqCSK5LVTq6a5TPQHg5cuXMBqNOHPmzKwP37GxMbS1tYlVGiaTCaGhoUhISIBGo8G2bdtkH+I0PdsiMDAQ/v7+Ymvu0dFRjIyMwGw2w9vbGyqVCh8/fkRiYiLGx8eRk5MDPz8/6HS6FemqOZPVasWBAwewb98+5OXlLbieHVdpERgaiOQkpdTTnUPDYthsNhgMBnEgV1dXFwICAuxKPaUMhJJCEAT09vbi69evCAsLm7eEdHog1+DgIPLz82EwGDA6OgqNRoOsrCwkJibKeg/DXPs5fvw4fHx8oNPp5lzDjqv0DxgaiOT09u1bZGdnIzQ0dN5ST071XJrpoVXTw7ja29vh5eWF+Ph4qNVqqNVq+Pr6LvrDcGJiAp2dnVi7du28VR5/stlsuHHjBurr66HT6TA4OIimpiY0NzdDoVCgpqZmqW9zURobG6HVahERESHuu7CwEH19fQCmjuFu375t13G1qKgIGo1mRfZHTo+hgUhO7e3tUKvVaGpqEks9lUqlXaknz5iXhyAI+PbtG5qbm9HQ0ICWlhaMjY0hOjparNLYuHHjX0PA0NAQjEYjtm7dCl9fX0mvOzAwgOzsbGg0GuTn58+aNzE5Ofm/HKpFtAQMDURyMplMUKvV6OnpAQA0NDTg+vXrqKysnPdveMa8fCwWi10L7N7eXmzZskUMEREREVAoFBgfH4der0dUVBTCwsKwevXqBf+3IAh48eIFrl69iqKiIuzevXsF3hGRQ7EjJJGcpJR6/nnGPDk5KflbLv2dl5cXtFottFotgKlv/R8+fEBDQwPu3r0Lg8EAb29vDA0NYefOnUhLS5M0mdJiseDSpUvo7+9HbW0t/Pz85H4rRE6DVxqI/sFCpZ5ynDF3d3cjPT1d/P3Tp08oKCjA+fPnxcfccarnTIIg4MGDByguLkZGRgYGBgbw5s0bCIKA7du3Q6PRICEhQQx007q6unDq1ClkZGQgNzeXRw/kTng8QeTqfv/+jYCAALS1tWHDhg3i4+461XNaWVkZ6uvrUVxcLE6mnC6pbG1tFW+wHB4eRnh4ONRqNYaHh1FRUYF79+4hNjbWwe+AaMUxNBC5ulevXuHKlStoamqye9zdp3pKvUHRarWio6MDdXV1qKysRHV1teTx10QuRlJo4LU3Iiem1+vFYDDTfFM93YXUYwWFQoEdO3bg4sWLaGxsZGAgWgBDA5GT+vXrFyoqKnD48OFZz3GqJxHJgaGByElVVVUhJiZGHA89E6d6EpEcGBqInNSTJ0/mPJoApqZ6Pnr0CIIgoLW1lVM9iWhZMDQQOSGz2Yyamhq7KYelpaUoLS0FACQnJyMoKAjBwcE4efIkSkpKluV1u7u7ERUVJf4olcpZcxBev34NlUolrikoKFiW1yYix2P1BBEtyXzlnu44pKu/vx+ZmZkwmUxYtWoVsrOzkZuba7fG3Xtn0P8eO0ISkXzq6uqwefNmu8Dgrjw9PXHz5k3ExMTgx48fiI2NxZ49e+w6hFZVVcFoNMJoNKKtrQ2nT592q94Z5Bp4PEFESzJfuScAtLS0IDIyEvv370dnZ+cK72zl+fv7i1cN1q1bh5CQkFklruXl5cjMzISHhwfUajW+f/+OL1++OGK7REvG0EBEi/a3cs+YmBj09vbi3bt3OHv2LA4ePOiAHTpOT08POjo6EB8fb/e4u/fOINfA0EBEi/a3ck+lUik2SUpOTobVasXQ0NBKb9EhxsbGkJaWBp1OB6VSafcce2eQK2BoIKJF+1u5p8lkEj8g3Wmyp9VqRVpaGo4ePWpX1TKNvTPIFTA0ENGiLFTu+ezZM4SHhyMyMhLnzp2DXq9ftm/Ut27dQlhYGMLDw5GRkQGLxWL3/MTEBNLT0xEcHIz4+Hj09PQsy+suRBAEZGVlISQkBHl5eXOuYe8McgUsuSQipzAwMICkpCS8f/8e3t7eOHLkCJKTk3HixAlxTUlJCQwGA0pLS6HX6/H8+XNxVLmcGhsbodVqERERIc69KCwsRF9fH4CpMemCICAnJwfV1dVYs2YNHj58iLi4ONn3RiQRSy6JyLXYbDaMj49DoVDAbDbPurxfXl6O/Px8AMChQ4eQk5MDQRBkv3cgKSlpznsWZvLw8MCdO3dk3QeR3Hg8QUROISAgABcuXEBgYCD8/f2hUqmwd+9euzUzKxQ8PT2hUqkwPDzsiO0SuSSGBiJyCiMjIygvL8fnz58xODiInz9/4vHjx3ZrWKFAJC+GBiJyCrW1tdi0aRPWr18PhUKB1NRUNDc3262ZWaFgs9kwOjoKHx8fR2yXyCUxNBCRUwgMDERrayvMZjMEQUBdXR1CQkLs1qSkpKCsrAzAVBXHrl27eKWBaBmxeoKInMbly5fx9OlTeHp6Ijo6Gvfv38e1a9cQFxeHlJQUWCwWHDt2DB0dHfDx8YFer0dQUJCjt03kDCSla4YGIiIikhQaeDxBREREkiy2TwMPB4mIiNwUrzQQERGRJAwNREREJAlDAxEREUnC0EBERESSMDQQERGRJAwNREREJAlDAxEREUnC0EBERESSMDQQERGRJAwNREREJMl/lVGNb493BukAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a19b288550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a19b738588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a19b778d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "fig = plt.figure(figsize=(7,5))\n",
    "ax = Axes3D(fig)\n",
    "ax.scatter(iris_class1['a'],iris_class1['b'],iris_class1['c'],c='r')\n",
    "ax.scatter(iris_class2['a'],iris_class2['b'],iris_class2['c'],c='g')\n",
    "ax.scatter(iris_class3['a'],iris_class3['b'],iris_class3['c'],c='b')\n",
    "\n",
    "fig = plt.figure(figsize=(7,5))\n",
    "ax = Axes3D(fig)\n",
    "ax.scatter(iris_class1['a'],iris_class1['b'],iris_class1['d'],c='r')\n",
    "ax.scatter(iris_class2['a'],iris_class2['b'],iris_class2['d'],c='g')\n",
    "ax.scatter(iris_class3['a'],iris_class3['b'],iris_class3['d'],c='b')\n",
    "\n",
    "fig = plt.figure(figsize=(7,5))\n",
    "ax = Axes3D(fig)\n",
    "ax.scatter(iris_class1['c'],iris_class1['b'],iris_class1['d'],c='r')\n",
    "ax.scatter(iris_class2['c'],iris_class2['b'],iris_class2['d'],c='g')\n",
    "ax.scatter(iris_class3['c'],iris_class3['b'],iris_class3['d'],c='b')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 开始建模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "temp = np.array(iris)\n",
    "train_data = np.delete(temp,range(len(temp))[::3],axis=0)\n",
    "test_data = temp[::3,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "添加神经网络层的函数\n",
    "inputs -- 输入内容\n",
    "in_size -- 输入尺寸\n",
    "out_size -- 输出尺寸\n",
    "activation_function --- 激励函数，可以不用输入\n",
    "\"\"\"\n",
    "def add_layer(inputs,in_size,out_size,activation_function=None):\n",
    "    W = tf.Variable(tf.zeros([in_size,out_size])+0.01)   #定义，in_size行,out_size列的矩阵,随机矩阵，全为0效果不佳\n",
    "    b = tf.Variable(tf.zeros([1,out_size])+0.01)              #不建议为0\n",
    "    Wx_plus_b = tf.matmul(inputs,W) + b                # WX + b\n",
    "    if activation_function is None:                               #如果有激励函数就激励，否则直接输出\n",
    "        output = Wx_plus_b\n",
    "    else:\n",
    "        output = activation_function(Wx_plus_b)\n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = tf.placeholder(tf.float32,[None,4])\n",
    "Y = tf.placeholder(tf.float32,[None,1])\n",
    "\n",
    "\n",
    "output1 = add_layer(X,4,8,activation_function = tf.nn.sigmoid)\n",
    "output2 = add_layer(output1,8,3,activation_function = tf.nn.sigmoid)\n",
    "temp_y = add_layer(output2,3,1,activation_function = tf.nn.sigmoid)\n",
    "loss = tf.reduce_mean(tf.reduce_sum(tf.square(Y-temp_y),\n",
    "                                        reduction_indices=[1]))#先求平方，再求和，在求平均\n",
    "\n",
    "train_step = tf.train.AdamOptimizer(0.005).minimize(loss)#通过优化器，以0.1的学习率，减小误差loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# train_x = iris[['a','b','c']]\n",
    "# train_y = iris[['class']]\n",
    "\n",
    "#拆分训练集数据集，分为输入和输出\n",
    "train_x = train_data[:,:4]\n",
    "train_y = train_data[:,-1:]\n",
    "\n",
    "sess = tf.Session()\n",
    "sess.run(tf.global_variables_initializer())\n",
    "save_process = []\n",
    "for i in range(90000):#训练90000次\n",
    "    sess.run(train_step,feed_dict={X:train_x,Y:train_y})\n",
    "    if i%300 == 0:#每300次记录损失值（偏差值）\n",
    "        save_process.append(sess.run(loss,feed_dict={X:train_x,Y:train_y}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " 0.008930194,\n",
       " 0.008929292,\n",
       " 0.008929143,\n",
       " 0.0089290105]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "save_process"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a19ce11710>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a19b9ce5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#第前两个数据比较大，踢掉\n",
    "save_process = np.delete(save_process,[0,1])\n",
    "plt.plot(range(len(save_process)),save_process)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compare_numpy(a,b,is_num=False):\n",
    "    \"\"\"比较两个维度相同的数组，返回相同数字个数/相似度\"\"\"\n",
    "    num = 0\n",
    "    for i in range(len(a)):\n",
    "        if a[i]==b[i]:\n",
    "            num+=1\n",
    "    return num if is_num else num/len(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "总数: 50      准确个数： 49          精确度： 0.98\n"
     ]
    }
   ],
   "source": [
    "test_x = test_data[:,:4]\n",
    "test_y = test_data[:,-1:]\n",
    "\n",
    "result = sess.run(temp_y,feed_dict={X:test_x})\n",
    "result[result > 0.8] = 1\n",
    "result[result < 0.2] = 0\n",
    "result[(result < 0.8) & ( result > 0.2)] = 0.5\n",
    "\n",
    "print(\"总数:\",len(test_data),\"     准确个数：\",compare_numpy(result,test_y,True),\"         精确度：\",compare_numpy(result,test_y))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
